News, analysis and research notes from the world of AI: models, agents, tools and industry developments, with sources and context.https://canberk.me/en-GBThu, 29 Oct 2026 03:25:00 GMThttps://canberk.me/logo-512.pnghttps://canberk.me/https://canberk.me/news/apple-14-inch-macbook-pro-m6-local-llm-claims-32gb-memory-price-availability/https://canberk.me/news/apple-14-inch-macbook-pro-m6-local-llm-claims-32gb-memory-price-availability/Apple's 14-inch MacBook Pro with M6 claims 25% faster AI workloads than M5, with up to 32GB memory. Price from $1,999, ship date and what to check.Thu, 29 Oct 2026 03:25:00 GMTCanberk KılıçarslanTools & Productsapplemacbook prom6local llmon-device aiapple intelligenceunified memorysiri aihttps://canberk.me/news/gemini-4-carbon-announced-ai-index-59-cyber-benchmarks-fairwind-access-price/https://canberk.me/news/gemini-4-carbon-announced-ai-index-59-cyber-benchmarks-fairwind-access-price/Google says Gemini 4 Carbon tops the Artificial Analysis index and leads cyber benchmarks. Its $2/$10 introductory price and who gets access first.Wed, 28 Oct 2026 23:00:00 GMTCanberk KılıçarslanModels & LLMsgooglegemini 4 carbongemini 4cybersecuritybenchmarksapi pricingfairwindai safetyhttps://canberk.me/news/gpt-6-1-terra-api-price-computer-use-benchmarks-cyber-threshold/https://canberk.me/news/gpt-6-1-terra-api-price-computer-use-benchmarks-cyber-threshold/OpenAI's GPT-6.1 Terra costs $1 in and $5 out per million tokens. Its computer-use and coding claims, the cyber threshold and what to verify.Mon, 26 Oct 2026 18:50:00 GMTCanberk KılıçarslanModels & LLMsopenaigpt-6.1 terracomputer useapi pricingbenchmarkscodexpreparedness frameworkhttps://canberk.me/news/openai-anthropic-llm-price-cuts-timeline-cache-reads-what-the-s-1-says/https://canberk.me/news/openai-anthropic-llm-price-cuts-timeline-cache-reads-what-the-s-1-says/Since June, OpenAI and Anthropic have cut token prices again and again. One analysis lines the cuts up; Anthropic's S-1 adds context. What holds up.Mon, 26 Oct 2026 16:55:00 GMTCanberk KılıçarslanIndustry & Policyllm pricinganthropicopenaicache readsopen-weight modelsdeepseekkimis-1claude opus 5.5https://canberk.me/news/anthropic-s-1-filed-publicly-ant-nasdaq-revenue-losses-compute-governance-what-it-shows/https://canberk.me/news/anthropic-s-1-filed-publicly-ant-nasdaq-revenue-losses-compute-governance-what-it-shows/Anthropic filed its S-1 for a Nasdaq listing. What it shows on revenue, losses, compute, customers and governance, and which fields are still blank.Mon, 26 Oct 2026 16:50:00 GMTCanberk KılıçarslanIndustry & Policyanthropicipos-1sec filingclaudecomputepublic benefit corporationlong-term benefit trusthttps://canberk.me/news/tailworm-report-tailscale-headscale-11-findings-ssh-forwarding-app-connectors-what-is-known/https://canberk.me/news/tailworm-report-tailscale-headscale-11-findings-ssh-forwarding-app-connectors-what-is-known/An independent report alleges 11 flaws in Tailscale and headscale, including SSH root escalation. What it claims, what Tailscale has said, what to check.Sun, 25 Oct 2026 18:15:00 GMTCanberk KılıçarslanInfrastructure & Chipstailscaleheadscaletailwormsshapp connectorvulnerability disclosurezero trustwireguardhttps://canberk.me/news/vllm-ten-cves-ssrf-engine-crashes-fixed-versions-0-24-to-0-32-what-to-upgrade/https://canberk.me/news/vllm-ten-cves-ssrf-engine-crashes-fixed-versions-0-24-to-0-32-what-to-upgrade/Ten vLLM flaws got CVE IDs on Oct 25. One SSRF can leak KV-cache data, the rest crash or exhaust the engine. Fixed in 0.24.0 to 0.32.0.Sun, 25 Oct 2026 18:10:00 GMTCanberk KılıçarslanInfrastructure & Chipsvllmcvessrfdenial of servicellm servingkv cachemultimodalpatchhttps://canberk.me/news/brotli-cve-2026-111497-node-python-envoy-bun-patched-versions-workarounds/https://canberk.me/news/brotli-cve-2026-111497-node-python-envoy-bun-patched-versions-workarounds/A Brotli decoder bug lets crafted compressed data corrupt memory. Fixed Node.js, Python, Bun and Envoy versions, who found it and workarounds.Sat, 24 Oct 2026 19:40:00 GMTCanberk KılıçarslanTools & Productsbrotlicve-2026-111497node.jspythonenvoyistiobunremote code executionopenaipatchhttps://canberk.me/news/claude-duet-safety-privacy-security-separate-check-approvals-passwords-what-it-answers/https://canberk.me/news/claude-duet-safety-privacy-security-separate-check-approvals-passwords-what-it-answers/Anthropic's follow-up on Claude Duet explains its separate action check, approval limits and credential handling. What it answers and what is still open.Sat, 24 Oct 2026 19:40:00 GMTCanberk KılıçarslanTools & Productsclaude duetanthropicai agentsagent safetyprompt injectioncredentialsapprovalsprivacyhttps://canberk.me/news/kimi-k3-1-pro-3t-open-weight-model-weights-due-nov-4-benchmarks-cyber-controls/https://canberk.me/news/kimi-k3-1-pro-3t-open-weight-model-weights-due-nov-4-benchmarks-cyber-controls/Moonshot's Kimi K3.1 Pro is live in its apps and API, with weights promised by Nov 4. Self-reported benchmarks, its cyber-data removal and what to check.Sat, 24 Oct 2026 19:40:00 GMTCanberk KılıçarslanModels & LLMskimimoonshot aikimi k3.1 proopen weightsbenchmarkscybersecurityterminal-benchlong contexthttps://canberk.me/news/claude-formal-verification-123-open-source-libraries-risc-v-proofs-what-was-proved/https://canberk.me/news/claude-formal-verification-123-open-source-libraries-risc-v-proofs-what-was-proved/Anthropic and Theorem had Claude prove 239 entry points crash-free at the RISC-V binary level. What was proved, what it assumes and where it falls short.Fri, 23 Oct 2026 15:55:00 GMTCanberk KılıçarslanResearchanthropicclaudeformal verificationtheoremrocqrisc-voss-fuzzmemory safetyai security researchhttps://canberk.me/news/emudhra-exits-global-tls-certificate-business-chrome-mozilla-questions-what-is-open/https://canberk.me/news/emudhra-exits-global-tls-certificate-business-chrome-mozilla-questions-what-is-open/eMudhra is leaving the global SSL/TLS business days after its CA keys failed. What it said, how Chrome and Mozilla replied, and what is still open.Fri, 23 Oct 2026 15:55:00 GMTCanberk KılıçarslanInfrastructure & Chipsemudhracertificate authoritypkitlsmozillachromeroot programca keysemsignhttps://canberk.me/news/php-rce-embargo-leaked-foundation-structural-failure-chainguard-dispute/https://canberk.me/news/php-rce-embargo-leaked-foundation-structural-failure-chainguard-dispute/The PHP Foundation says CVE IDs leaked, the release moved up a day and Chainguard shipped early. What it admits, what others say and what is still open.Fri, 23 Oct 2026 15:55:00 GMTCanberk KılıçarslanTools & Productsphpphp foundationcve-2026-109618cve-2026-109619coordinated disclosureembargochainguardcalifai vulnerability discoveryhttps://canberk.me/news/railway-security-incident-environment-variables-what-to-rotate-what-is-known/https://canberk.me/news/railway-security-incident-environment-variables-what-to-rotate-what-is-known/Railway says an attacker may have read, and in part decrypted, customer environment variables. What is known, what to rotate and what stays unclear.Thu, 22 Oct 2026 05:40:00 GMTCanberk KılıçarslanInfrastructure & Chipsrailwaysecurity breachenvironment variablesapi keyscredential rotationai inferencesecretsplatform securityhttps://canberk.me/news/claude-duet-proactive-agent-research-preview-what-it-does-what-it-asks-first/https://canberk.me/news/claude-duet-proactive-agent-research-preview-what-it-does-what-it-asks-first/Anthropic opened a waitlist for Claude Duet, an agent that briefs you each morning and works while you are away. What it does, asks first, and who gets in.Wed, 21 Oct 2026 20:40:00 GMTCanberk KılıçarslanTools & Productsclaude duetanthropicai agentsproactive agentopus 5.5research previewagent safetyconnectorshttps://canberk.me/news/emudhra-ca-keys-single-byte-eight-intermediates-what-to-update/https://canberk.me/news/emudhra-ca-keys-single-byte-eight-intermediates-what-to-update/Eight eMudhra intermediate CA keys were single-byte numbers. What Mozilla and Chrome did, who is still exposed, and what to update now.Wed, 21 Oct 2026 14:57:00 GMTCanberk KılıçarslanInfrastructure & Chipsemudhracertificate authoritypkitlsmozillachromesectigorevocationca keysclaudehttps://canberk.me/news/php-critical-rce-cve-2026-109618-109619-patched-versions-mitigations-ai-found/https://canberk.me/news/php-critical-rce-cve-2026-109618-109619-patched-versions-mitigations-ai-found/PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical RCEs found with AI help. What is affected, how to mitigate, and who found what.Wed, 21 Oct 2026 14:55:00 GMTCanberk KılıçarslanTools & Productsphpcve-2026-109618cve-2026-109619remote code executionwizopenaigeminisecurity patchai vulnerability discoveryhttps://canberk.me/news/deepseek-deepinfer-open-source-inference-engine-v4-1-flash-what-ships/https://canberk.me/news/deepseek-deepinfer-open-source-inference-engine-v4-1-flash-what-ships/DeepSeek open-sourced DeepInfer, the engine behind V4.1 Flash, under Apache-2.0. What ships, what is missing, and the 155T-tokens-a-day claim.Tue, 20 Oct 2026 18:00:00 GMTCanberk KılıçarslanTools & Productsdeepseekdeepinferinferenceopen sourcehuawei ascendnvidiakv cacheapache 2.0https://canberk.me/news/dhs-orders-deepseek-removed-federal-civilian-agencies-signed-july-24/https://canberk.me/news/dhs-orders-deepseek-removed-federal-civilian-agencies-signed-july-24/DHS ordered DeepSeek products out of federal civilian IT. The order was signed July 24 and made public October 19. What it covers and what it leaves open.Tue, 20 Oct 2026 17:58:00 GMTCanberk KılıçarslanIndustry & Policydhsdeepseekfascsacisafederal agenciessupply chainopen weightsprocurementhttps://canberk.me/news/inside-cairn-exposed-ai-agent-panels-norforge-5-dollar-intrusion-task-cost/https://canberk.me/news/inside-cairn-exposed-ai-agent-panels-norforge-5-dollar-intrusion-task-cost/NorForge found 20+ exposed Cairn panels used for AI-driven intrusions. What the numbers say: about 10% success, about $5 per task, and what is unverified.Mon, 19 Oct 2026 17:42:00 GMTCanberk KılıçarslanAgents & Automationcairnnorforgeai agentscybersecuritydeepseekclaude codereutersexposed panelshttps://canberk.me/news/meta-commercial-terms-oct-30-scraping-clause-robots-txt-opt-out/https://canberk.me/news/meta-commercial-terms-oct-30-scraping-clause-robots-txt-opt-out/Meta's business terms take effect October 30 and let it crawl sites tied to your accounts. The clause, what changed, and where robots.txt fits.Sun, 18 Oct 2026 14:35:00 GMTCanberk KılıçarslanIndustry & Policymetacommercial termsweb scrapingrobots.txtai trainingpublisherscrawlersmeta-externalagenthttps://canberk.me/news/anthropic-claude-quantum-circuits-point-addition-dqi-decoder-claims-limits/https://canberk.me/news/anthropic-claude-quantum-circuits-point-addition-dqi-decoder-claims-limits/Anthropic says Claude's closed-loop designs beat published quantum circuits: 17x fewer gates for point addition, 12x for a DQI decoder. Claims, limits.Sat, 17 Oct 2026 21:07:00 GMTCanberk KılıçarslanResearchanthropicclaudequantum computingquantum circuitselliptic curvesdqifemococlaude mythos 5https://canberk.me/news/deepseek-v4-1-flash-1017-open-weights-price-benchmarks-search-fetch-api/https://canberk.me/news/deepseek-v4-1-flash-1017-open-weights-price-benchmarks-search-fetch-api/DeepSeek's open V4.1-Flash-1017 costs $0.15 and $0.60 per million tokens, plus a $0.75 per 1,000 Search API. Its benchmark claims and caveats.Sat, 17 Oct 2026 21:07:00 GMTCanberk KılıçarslanModels & LLMsdeepseekdeepseek v4.1 flashopen-weight modelssearch apiai agentspricingmit licensedeepseek harnesshttps://canberk.me/news/opencode-console-breach-provider-api-keys-what-is-known/https://canberk.me/news/opencode-console-breach-provider-api-keys-what-is-known/OpenCode says a breach may have exposed provider API keys for 1.4% of Console users. What is confirmed, what is not, and how to rotate keys safely.Sat, 17 Oct 2026 21:07:00 GMTCanberk KılıçarslanTools & Productsopencodeanomaly innovationssecurity breachapi keysopenaianthropicgoogledistillationhttps://canberk.me/news/claude-nist-ecdsa-curve-seeds-lrand48-unix-timestamps-explained/https://canberk.me/news/claude-nist-ecdsa-curve-seeds-lrand48-unix-timestamps-explained/Anthropic says Claude traced NIST's ECDSA seeds to lrand48 and Unix timestamps in under 30 minutes. What it solved, what it did not, how we checked.Sat, 17 Oct 2026 12:25:00 GMTCanberk KılıçarslanResearchanthropicclaudeecdsanistcryptographyelliptic curvesnsafrontier red teamhttps://canberk.me/news/nvidia-rtx-spark-laptop-reviews-local-ai-benchmarks-surface-laptop-ultra/https://canberk.me/news/nvidia-rtx-spark-laptop-reviews-local-ai-benchmarks-surface-laptop-ultra/First RTX Spark laptop reviews: a 35B model at 89 tokens/s, a strong GPU, older CPU cores and a power cut under FP64 load on two units.Fri, 16 Oct 2026 17:50:00 GMTCanberk KılıçarslanInfrastructure & Chipsnvidiartx sparksurface laptop ultralocal aiwindows on armreviewsbenchmarkshardwarehttps://canberk.me/news/microsoft-mai-base-2-2-8t-parameter-model-efficiency-claim/https://canberk.me/news/microsoft-mai-base-2-2-8t-parameter-model-efficiency-claim/Microsoft finished pre-training MAI-Base-2, a 2.8T mixture-of-experts model. The 4 to 12x efficiency claim, and what is public and what is not.Fri, 16 Oct 2026 16:41:00 GMTCanberk KılıçarslanModels & LLMsmicrosoftmai-base-2microsoft aipre-trainingmixture of expertsfoundation modelsgb200deepseekhttps://canberk.me/news/nvidia-nemotron-3-5-super-vl-120b-open-model-speed-license-benchmarks/https://canberk.me/news/nvidia-nemotron-3-5-super-vl-120b-open-model-speed-license-benchmarks/NVIDIA's Nemotron 3.5 Super VL is a 120B open multimodal model with 12B active parameters. The 5x speed claim, license, benchmarks and gaps.Fri, 16 Oct 2026 16:41:00 GMTCanberk KılıçarslanModels & LLMsnvidianemotron 3.5nemotron super vlopen-weight modelsmultimodalai agentsopenmdw licensenimhttps://canberk.me/news/meta-muse-spark-open-816b-open-weights-license-benchmarks/https://canberk.me/news/meta-muse-spark-open-816b-open-weights-license-benchmarks/Muse Spark Open has 816B parameters and runs on two Mac Studios. Where it leads Meta's table, what its license limits and what is missing.Thu, 15 Oct 2026 19:12:00 GMTCanberk KılıçarslanModels & LLMsmetamuse spark openopen-weight modelsllmapple m5 ultramlxmodel licensebenchmarkshttps://canberk.me/news/amd-helion-agentic-ai-rack-32768-zen-6-cores-specs/https://canberk.me/news/amd-helion-agentic-ai-rack-32768-zen-6-cores-specs/AMD's Helion rack holds up to 32,768 Zen 6 cores for AI agents, or CPUs plus 16 GPUs, due November 2026. What AMD specified and what it has not published.Wed, 14 Oct 2026 14:50:00 GMTCanberk KılıçarslanInfrastructure & Chipsamdhelionepyczen 6instinct mi350pai agentsocpdata centershttps://canberk.me/news/can-ai-models-self-replicate-without-datacenter-anthropic-iot/https://canberk.me/news/can-ai-models-self-replicate-without-datacenter-anthropic-iot/Anthropic says a 9B model set up inference on 8 of 9 hardware types. What its red team tested, the botnet estimate and the limits of the study.Wed, 14 Oct 2026 10:30:00 GMTCanberk KılıçarslanResearchanthropicai safetyself-replicationai wormsiot securityfrontier red teamautonomous replicationhttps://canberk.me/news/gemini-4-argon-now-available-price-access-what-changed/https://canberk.me/news/gemini-4-argon-now-available-price-access-what-changed/Gemini 4 Argon is open to developers and Pro and Ultra users, $2 and $10 per million tokens until Nov 30. Access, limits and Google's claims.Wed, 14 Oct 2026 10:30:00 GMTCanberk KılıçarslanModels & LLMsgeminigoogle deepmindgemini 4 argonantigravitygemini apipricingai agentshttps://canberk.me/news/anthropic-distillation-defenses-claude-reasoning-90-99-percent/https://canberk.me/news/anthropic-distillation-defenses-claude-reasoning-90-99-percent/Anthropic says new safeguards cut data harvested by distillers 90 to 99%. How its classifier, preserved thinking and bans work, and what it cannot show.Tue, 13 Oct 2026 08:15:00 GMTCanberk KılıçarslanResearchanthropicclaudedistillationai securityzhipuglm-5.3constitutional classifiersmodel thefthttps://canberk.me/news/microsoft-maia-300-inference-chip-specs-2027-multi-gigawatt/https://canberk.me/news/microsoft-maia-300-inference-chip-specs-2027-multi-gigawatt/Maia 300 gives each chip 288 GB of HBM4 and 18 TB/s, 96 per rack, from 2027. Specs, Microsoft's 40% claim and what it does not disclose.Mon, 12 Oct 2026 19:15:00 GMTCanberk KılıçarslanInfrastructure & Chipsmicrosoftmaia 300maia 200ai chipsinferencehbm4azuredata centershttps://canberk.me/news/meta-muse-wonder-models-benchmarks-model-card-what-to-know/https://canberk.me/news/meta-muse-wonder-models-benchmarks-model-card-what-to-know/Muse Wonder leads 7 of 14 rows in Meta's own benchmark table and trails Claude Opus 5.5 on six. What the model card says about risk, price and gaps.Mon, 12 Oct 2026 18:11:00 GMTCanberk KılıçarslanModels & LLMsmetamuse wondermuse codebenchmarksai agentsmodel cardai safetyhttps://canberk.me/news/crbugbench-code-review-agents-bug-detection-lights-off-software-factory/https://canberk.me/news/crbugbench-code-review-agents-bug-detection-lights-off-software-factory/A benchmark of 1,800 code review tasks: the best agent catches 71.9% of known bugs in its top five findings, and less on proprietary code.Mon, 12 Oct 2026 06:10:00 GMTCanberk KılıçarslanResearchai agentscode reviewcoding agentsbenchmarksevaluationmicrosoft researchresearchhttps://canberk.me/news/surface-laptop-ultra-rtx-spark-dev-box-prices-dates-local-ai-claims/https://canberk.me/news/surface-laptop-ultra-rtx-spark-dev-box-prices-dates-local-ai-claims/Surface Laptop Ultra ships October 16 from $2,599.99 and the Dev Box from $5,999.99. What Microsoft's 120B-model and MacBook claims rest on.Sun, 11 Oct 2026 13:16:00 GMTCanberk KılıçarslanInfrastructure & Chipsmicrosoftsurfacenvidiartx sparkwindowslocal aihybrid intelligencehardwaresnapdragonhttps://canberk.me/news/microsoft-execution-containers-mxc-generally-available-windows-agents/https://canberk.me/news/microsoft-execution-containers-mxc-generally-available-windows-agents/Microsoft made MXC generally available on Windows 11: four containment backends, three policy modes, an MIT-licensed SDK and a list of supporting agents.Sun, 11 Oct 2026 12:40:00 GMTCanberk KılıçarslanAgents & Automationmicrosoftwindowsmxcai agentsagent securitysandboxgithub copilotclaude codehttps://canberk.me/news/claude-google-workspace-add-on-admin-guide-limits/https://canberk.me/news/claude-google-workspace-add-on-admin-guide-limits/What Claude's Help Center says about the Google add-on: install and admin paths, two permissions, 30-day retention, unsupported setups and known limits.Sun, 11 Oct 2026 12:07:00 GMTCanberk KılıçarslanTools & Productsclaudegoogle workspacegoogle docsgoogle sheetsgoogle slidesadminenterprisecomplianceanthropichttps://canberk.me/news/anthropic-unintended-model-actions-report-philadelphia-tip/https://canberk.me/news/anthropic-unintended-model-actions-report-philadelphia-tip/Anthropic's October 9 report lists four kinds of unintended Claude actions, including a false homicide tip submitted to a Philadelphia police form.Sun, 11 Oct 2026 12:04:00 GMTCanberk KılıçarslanAgents & Automationanthropicclaudeai agentsai safetyevaluationsincident reportphiladelphia policehttps://canberk.me/news/metr-time-horizon-refit-flat-2-30-minutes-berkeley/https://canberk.me/news/metr-time-horizon-refit-flat-2-30-minutes-berkeley/Two Berkeley statisticians refit METR's 228-task data. Predictions improve, and human time barely tracks AI difficulty between 2 and 30 minutes.Sat, 10 Oct 2026 13:32:00 GMTCanberk KılıçarslanResearchai agentsbenchmarksmetrtime horizonevaluationstatisticsresearchhttps://canberk.me/news/claude-code-2-1-288-to-2-1-295-hooks-fail-closed-permission-fixes/https://canberk.me/news/claude-code-2-1-288-to-2-1-295-hooks-fail-closed-permission-fixes/Eight Claude Code releases in a week add onFailure block for hooks, close several permission-check gaps and make Haiku 5.5 the default Haiku model.Fri, 09 Oct 2026 16:21:00 GMTCanberk KılıçarslanTools & Productsanthropicclaude codehookspermissionssandboxmcpclaude apps gatewayrelease noteshttps://canberk.me/news/testjack-coding-benchmark-audit-passing-trials-refuted/https://canberk.me/news/testjack-coding-benchmark-audit-passing-trials-refuted/A preprint re-audited 4,487 coding trials that passed benchmark tests and refuted 34.4%, cutting the resolution rate from 50.6% to 33.2%. It has caveats.Fri, 09 Oct 2026 09:49:00 GMTCanberk KılıçarslanResearchai agentscoding agentsbenchmarksswe-benchevaluationtestjackresearchhttps://canberk.me/news/claude-dashboards-motion-beta-docs-slides-design-all-plans/https://canberk.me/news/claude-dashboards-motion-beta-docs-slides-design-all-plans/Claude Dashboards and Motion enter beta; Docs, Slides and Design are out of beta on every plan, and the standalone Design site closes December 14.Thu, 08 Oct 2026 20:33:00 GMTCanberk KılıçarslanTools & Productsanthropicclaudeclaude dashboardsclaude motionclaude designartifactsdata connectorshttps://canberk.me/news/coding-agent-sub-agents-parallel-concurrency-study/https://canberk.me/news/coding-agent-sub-agents-parallel-concurrency-study/A preprint ran 2,124 coding tasks with sub-agents on and off: Claude Code lost 24 points on SWE-bench Verified and token use rose 1.4 to 3.3 times.Thu, 08 Oct 2026 15:20:00 GMTCanberk KılıçarslanResearchai agentscoding agentssub-agentsclaude codecodexkimi codebenchmarksresearchhttps://canberk.me/news/claude-haiku-5-5-price-benchmarks-sonnet-cache-cut/https://canberk.me/news/claude-haiku-5-5-price-benchmarks-sonnet-cache-cut/Anthropic's Haiku 5.5 costs $0.10 per million input tokens up to 100k, adds an effort setting, and comes with a Sonnet 5.5 cache-read price cut.Wed, 07 Oct 2026 18:49:00 GMTCanberk KılıçarslanModels & LLMsanthropicclaudehaikuapi pricingai agentsbenchmarkssubagentshttps://canberk.me/news/coding-agent-security-papers-auto-approve-benchmark-scores/https://canberk.me/news/coding-agent-security-papers-auto-approve-benchmark-scores/A preprint found auto-approve lifted coding-agent attack success from 29.2% to 95.6% with one model. Two more show model and tool names move scores.Wed, 07 Oct 2026 16:31:00 GMTCanberk KılıçarslanResearchai agentscoding agentsagent securityprompt injectionauto-approvebenchmarksclaude codecodexhttps://canberk.me/news/claude-for-google-workspace-public-beta/https://canberk.me/news/claude-for-google-workspace-public-beta/Anthropic's Claude add-on for Docs, Sheets and Slides is in public beta on paid plans, with new connectors. What it edits, the approval modes and the gaps.Wed, 07 Oct 2026 10:55:00 GMTCanberk KılıçarslanTools & Productsclaudegoogle workspacegoogle docsgoogle sheetsgoogle slidesanthropicconnectorsenterprisehttps://canberk.me/news/mistral-large-4-public-preview-weights-end-of-month/https://canberk.me/news/mistral-large-4-public-preview-weights-end-of-month/Mistral's Large 4 is a 1T-parameter, 49B-active multimodal model in public preview, with weights promised by month's end. Its benchmarks, cyber claim, caveats.Tue, 06 Oct 2026 21:10:00 GMTCanberk KılıçarslanModels & LLMsmistralmistral large 4open-weight modelsmixture of expertscybersecurityai sovereigntynvidia grace blackwellhttps://canberk.me/news/claude-code-cloud-sessions-field-guide-bonus-credit/https://canberk.me/news/claude-code-cloud-sessions-field-guide-bonus-credit/Anthropic's field guide to Claude Code cloud sessions, plus the one-time $100 or $250 bonus credit Pro and Max subscribers must claim by October 7.Tue, 06 Oct 2026 18:30:00 GMTCanberk KılıçarslanTools & Productsclaude codecloud sessionsanthropiccoding agentsclaude.devgithubroutinesbonus credithttps://canberk.me/news/reflection-beam-501b-open-weight-model-announced/https://canberk.me/news/reflection-beam-501b-open-weight-model-announced/Reflection says Beam, a 501B-parameter model with 23B active, will get Apache 2.0 weights this month. Benchmarks, training scale and what is still unreleased.Tue, 06 Oct 2026 10:30:00 GMTCanberk KılıçarslanModels & LLMsreflection aibeamopen-weight modelsmixture of expertsnvidia gb300reinforcement learningapache 2.0coding agentshttps://canberk.me/news/minimal-coding-agent-matches-elaborate-ml-harnesses/https://canberk.me/news/minimal-coding-agent-matches-elaborate-ml-harnesses/EPFL and Apple researchers report one plain coding-agent session matched four elaborate ML harnesses, though it cost about six times more than one of them.Mon, 05 Oct 2026 20:00:00 GMTCanberk KılıçarslanResearchai agentsagent harnesscoding agentsmle-benchopencodeepflappleresearchhttps://canberk.me/news/wikimedia-suspected-openai-agents-german-wiki-incident/https://canberk.me/news/wikimedia-suspected-openai-agents-german-wiki-incident/Wikimedia reports activity it believes came from OpenAI agents: sandbox edits, Etherpad probing, millions of requests. How it relates to the German wiki case.Mon, 05 Oct 2026 18:40:00 GMTCanberk KılıçarslanAgents & Automationopenaiwikimediaai agentswiki incidentmisalignmentnightingale collectiveagent containmenthttps://canberk.me/news/openai-text-watermarking-eu-textgrain/https://canberk.me/news/openai-text-watermarking-eu-textgrain/OpenAI's textGrain watermark goes into ChatGPT and Codex text in the EU, opt-in in the API. Only researchers get the detector. Detection rates and limits.Mon, 05 Oct 2026 18:05:00 GMTCanberk KılıçarslanIndustry & Policyopenaitext watermarkingtextgraineu ai actcontent provenancechatgptcodexsynthidhttps://canberk.me/news/red-hat-benchmarks-decision-models-jev-guardrails/https://canberk.me/news/red-hat-benchmarks-decision-models-jev-guardrails/Red Hat tested Jev, Laya and DiffusionGemma against classifiers and LLM judges on two guardrail tasks. Jev ranked first on one and fourth on the other.Mon, 05 Oct 2026 14:30:00 GMTCanberk KılıçarslanResearchdecision modelsjevlayadiffusiongemmared hatguardrailsprompt injectionbenchmarkhttps://canberk.me/news/nvidia-dgx-spark-64gb-ships-october-23/https://canberk.me/news/nvidia-dgx-spark-64gb-ships-october-23/NVIDIA says a 64GB DGX Spark from six partners ships October 23 from $4,999, and Sync Cluster Assistant links two units. What is claimed and what is not stated.Mon, 05 Oct 2026 09:00:00 GMTCanberk KılıçarslanInfrastructure & Chipsnvidiadgx sparkgb10local ainvidia syncclusteringconnectx-7https://canberk.me/news/mythos-finds-rejetto-hfs-cve-2026-61500/https://canberk.me/news/mythos-finds-rejetto-hfs-cve-2026-61500/Horizon3 says Anthropic's Mythos chained a weak random-number generator into an admin login bypass in Rejetto HFS (CVE-2026-61500). The facts and limits.Mon, 05 Oct 2026 07:05:00 GMTCanberk KılıçarslanResearchmythosproject glasswingrejetto hfscve-2026-61500horizon3cybersecurityai vulnerability researchhttps://canberk.me/news/david-robinson-quits-openai-safety-culture/https://canberk.me/news/david-robinson-quits-openai-safety-culture/David Robinson, who led OpenAI's launch safety reports, resigned and says its culture is broken. His claims, OpenAI's reply and what OpenAI's own reports show.Mon, 05 Oct 2026 06:11:00 GMTCanberk KılıçarslanIndustry & Policyopenaiai safetydavid robinsonpreparedness frameworkresignationai agentsthe atlantichttps://canberk.me/news/pi-1-0-minimal-open-agent-harness/https://canberk.me/news/pi-1-0-minimal-open-agent-harness/Pi 1.0, an MIT-licensed terminal coding agent, adds MCP, Codemode and virtual models, plus an experimental Pi Durable. What changed and what to check.Sun, 04 Oct 2026 18:05:00 GMTCanberk KılıçarslanTools & Productspiearendilagent harnessmcpcodemodecoding agentopen sourcejevhttps://canberk.me/news/llama-cpp-decision-models-systemone-endpoint/https://canberk.me/news/llama-cpp-decision-models-systemone-endpoint/llama.cpp's server now runs five open decision models behind a TypeSafe-compatible /v1/systemone endpoint. Models, a quick start and a Turkish result.Sat, 03 Oct 2026 18:00:00 GMTCanberk KılıçarslanTools & Productsllama.cppdecision modelsgguflocal aijulia-1layakevopenjevturkishhttps://canberk.me/blog/claude-code-mods-community-catalogue-what-they-can-reach/https://canberk.me/blog/claude-code-mods-community-catalogue-what-they-can-reach/A community catalogue now lists 1,017 Claude Code mods and what each can touch. What the numbers mean, what people build, and what to check before installing.Sat, 03 Oct 2026 13:30:00 GMTCanberk KılıçarslanTools & Productsclaude codemodspluginssecurityai agentsdeveloper toolscommunityhttps://canberk.me/news/apple-tightens-macos-full-disk-access-ai-agents/https://canberk.me/news/apple-tightens-macos-full-disk-access-ai-agents/Apple will add controls around macOS Full Disk Access as AI agents grow. What it said and left out, the incidents linked to it, and what to check on your Mac.Fri, 02 Oct 2026 20:20:00 GMTCanberk KılıçarslanAgents & Automationapplemacosfull disk accessai agentsprivacysecuritymeta musechatgpthttps://canberk.me/blog/decision-models-after-jev-who-shipped-what/https://canberk.me/blog/decision-models-after-jev-who-shipped-what/In under three weeks Jev has drawn Cloudflare, Perplexity, Strands and OpenAI. A comparison of the field, what each reports, and how to read the numbers.Fri, 02 Oct 2026 09:30:00 GMTCanberk KılıçarslanModels & LLMsdecision modelsjevclefstrands deciderperplexityopenai decisions apiopen weightsbenchmarkshttps://canberk.me/news/strands-decider-2b-open-decision-model/https://canberk.me/news/strands-decider-2b-open-decision-model/Strands Decider 2B is an open 2B decision model in the Jev class, with code, weights and training data. What it reports, its limits and a tool-call guard.Fri, 02 Oct 2026 06:30:00 GMTCanberk KılıçarslanModels & LLMsstrands deciderdecision modelsjevqwenopen weightsai agentsstrandshttps://canberk.me/news/cloudflare-clef-open-decision-models/https://canberk.me/news/cloudflare-clef-open-decision-models/Cloudflare released Clef and Clef-Flash, open Jev-compatible decision models that accept images. What Cloudflare claims and what to check.Thu, 01 Oct 2026 21:25:00 GMTCanberk KılıçarslanModels & LLMscloudflareclefdecision modelsjevworkers aiopen weightsqwenhttps://canberk.me/news/deepseek-harness-open-agent-desktop/https://canberk.me/news/deepseek-harness-open-agent-desktop/DeepSeek Harness is an MIT-licensed agent app built so that everything is a plugin. What the preview offers, what its safety notice says, and our take.Thu, 01 Oct 2026 20:50:00 GMTCanberk KılıçarslanTools & Productsdeepseekdeepseek harnessai agentspluginsopen sourcedeveloper toolssecurityhttps://canberk.me/news/claude-code-mods-plugins-that-change-behavior/https://canberk.me/news/claude-code-mods-plugins-that-change-behavior/Claude Code 2.1.287 adds mods, plugin hooks that can observe, rewrite or answer events and draw UI. What the tutorial builds and where the risks are.Thu, 01 Oct 2026 19:10:00 GMTCanberk KılıçarslanTools & Productsclaude codeanthropicpluginshooksclaude code modsdeveloper toolssecurityhttps://canberk.me/news/nvidia-vera-coreweave-cpu-for-ai-agents/https://canberk.me/news/nvidia-vera-coreweave-cpu-for-ai-agents/CoreWeave will offer NVIDIA's Vera CPU for agent sandboxes and brings Vera Rubin NVL72 to its cloud. The vendors' numbers, baselines and gaps.Thu, 01 Oct 2026 09:40:00 GMTCanberk KılıçarslanInfrastructure & Chipsnvidiacoreweavevera cpuvera rubinagent sandboxesai infrastructurereinforcement learninghttps://canberk.me/news/gemini-4-argon-googles-next-frontier-model/https://canberk.me/news/gemini-4-argon-googles-next-frontier-model/Google DeepMind's Gemini 4 Argon is rolling out to trusted cyber defenders. Google's own table shows it leading 14 of 19 benchmarks and trailing on five.Wed, 30 Sep 2026 20:45:00 GMTCanberk KılıçarslanModels & LLMsgeminigoogle deepmindgemini 4 argoncybersecuritycoding agentsfrontier safetyhttps://canberk.me/news/openai-agent-incidents-timeline-hugging-face-medicare/https://canberk.me/news/openai-agent-incidents-timeline-hugging-face-medicare/OpenAI's own accounts of the Hugging Face breach, a DNS leak and unauthorized access to Australian government sites, plus the hearings and a distillation report.Wed, 30 Sep 2026 19:20:00 GMTCanberk KılıçarslanIndustry & Policyopenaiai agentssecuritysandboxmisalignmentaustraliasenatedistillationhttps://canberk.me/news/jeff-small-jev-compatible-decision-models/https://canberk.me/news/jeff-small-jev-compatible-decision-models/Jeff is a set of small open decision models that speak Jev's request format. Its README reports fast answers and mixed accuracy against Jev, and a v1.1 fix for long option lists.Wed, 30 Sep 2026 15:11:00 GMTCanberk KılıçarslanModels & LLMsjeffjevdecision modelsqwengemmaopen weightson-devicehttps://canberk.me/news/posthog-jeeves-reasoning-decision-model/https://canberk.me/news/posthog-jeeves-reasoning-decision-model/Jeeves is a 9B open decision model that thinks before it picks an option. Its README reports gains over Jev on JevBench, weaker knowledge scores and a 17-second tail latency.Wed, 30 Sep 2026 12:13:00 GMTCanberk KılıçarslanModels & LLMsjeevesposthogjevdecision modelsqwenreasoningopen weightshttps://canberk.me/news/glm-5-3-anthropic-cyber-capabilities-report/https://canberk.me/news/glm-5-3-anthropic-cyber-capabilities-report/Anthropic says GLM-5.3 comes close to its restricted Mythos Preview at building exploits and that its safeguards were bypassed 64% to 100% of the time in simulations. The figures, NIST's view, Z.ai's claims and the limits.Tue, 29 Sep 2026 20:20:00 GMTCanberk KılıçarslanResearchglm-5.3z.aianthropiccybersecurityopen-weight modelsai safetyhttps://canberk.me/news/openai-devday-2026-dots-gpt-6-1-sol/https://canberk.me/news/openai-devday-2026-dots-gpt-6-1-sol/OpenAI's September 29 DevDay brought always-on dots agents, a cheaper GPT-6.1 Sol, Codex and Agents API updates, plugins, ChatGPT Space and a Pro 500 tier, with official media and availability caveats.Tue, 29 Sep 2026 18:55:00 GMTCanberk KılıçarslanTools & Productsopenaidevdaydotsgpt-6.1 solcodexchatgptai agentspluginshttps://canberk.me/news/xai-team-bots-shared-grok-bots/https://canberk.me/news/xai-team-bots-shared-grok-bots/xAI's Team Bots combines team files, skills, app connections and memory in a shared Grok Bot. A look at private conversations, permissions, availability and the company's examples.Mon, 28 Sep 2026 23:20:31 GMTCanberk KılıçarslanAgents & Automationxaigrok botteam botsai agentsenterprise automationhttps://canberk.me/news/claude-sonnet-5-5/https://canberk.me/news/claude-sonnet-5-5/Anthropic’s new Sonnet model is available across platforms. Here are its API prices, published evaluations, safeguards and a migration detail to check.Mon, 28 Sep 2026 18:25:00 GMTCanberk KılıçarslanModels & LLMsanthropicclaudecodingai agentsbenchmarksapihttps://canberk.me/news/manus-2-0-cascade-studio-cue/https://canberk.me/news/manus-2-0-cascade-studio-cue/Manus 2.0 rebuilds the agent workflow around Cascade, event-triggered automations, editable video and game tools, and a separate personal-agent app called Cue.Mon, 28 Sep 2026 17:19:05 GMTCanberk KılıçarslanAgents & Automationmanusai agentsautomationcascademanus studiocuehttps://canberk.me/news/nvidia-open-agent-safety-platform-agent-permissions/https://canberk.me/news/nvidia-open-agent-safety-platform-agent-permissions/NVIDIA's September 28 platform combines OpenShell runtime policy with optional BlueField-4 monitoring. What each layer controls, and what remains unproven.Mon, 28 Sep 2026 15:45:21 GMTCanberk KılıçarslanAgents & Automationnvidiaagent safetyopenshellbluefieldsecurityhttps://canberk.me/news/holo4-open-weight-computer-use-agents/https://canberk.me/news/holo4-open-weight-computer-use-agents/H Company releases Holo4 27B and 35B-A3B. We separate OSWorld from OSWorld 2.0, examine AutomationBench's training split, and explain licenses and costs.Mon, 28 Sep 2026 12:00:00 GMTCanberk KılıçarslanAgents & Automationh companyholo4computer useagentsopen weightshttps://canberk.me/news/opendecider-open-decision-models-jev-laya/https://canberk.me/news/opendecider-open-decision-models-jev-laya/The new 400M and 4B OpenDecider models return probabilities for bounded choices. Their author's benchmark favors different models on different tasks.Mon, 28 Sep 2026 11:00:00 GMTCanberk KılıçarslanModels & LLMsopendeciderdecision modelsopen weightsbenchmarkingcalibrationhttps://canberk.me/news/sakana-sail-robot-simulation-search/https://canberk.me/news/sakana-sail-robot-simulation-search/SAIL refines robot trajectories through simulation. Official videos, what the 25%–73% result measures, and the limits of its physical robot test.Mon, 28 Sep 2026 09:01:04 GMTCanberk KılıçarslanResearchsakana airoboticsphysical aitest-time scalingvlmhttps://canberk.me/news/naive-n05-flash-open-weight-coding-model/https://canberk.me/news/naive-n05-flash-open-weight-coding-model/NaiveAI's 309B-parameter MoE model activates 15.5B parameters and supports a native 1M-token context. What its architecture, speed claim and release status mean.Sun, 27 Sep 2026 18:43:18 GMTCanberk KılıçarslanModels & LLMsnaiveaiopen weightscodingmixture of expertslong contextai researchhttps://canberk.me/news/us-attorneys-general-ai-safety-letter/https://canberk.me/news/us-attorneys-general-ai-safety-letter/A bipartisan letter seeks federal testing oversight, public incident investigations and state enforcement. Here is what the 26 attorneys general asked for—and what has not become law.Sun, 27 Sep 2026 15:00:00 GMTCanberk KılıçarslanIndustry & Policyai safetyregulationunited statesattorneys generalpolicyfrontier aihttps://canberk.me/news/microsoft-copilot-home-code-autopilot-enterprise-agents/https://canberk.me/news/microsoft-copilot-home-code-autopilot-enterprise-agents/Microsoft announced Home, Code and Autopilot on September 25. Here is what the enterprise agent experience promises, when it arrives and how usage billing applies.Sun, 27 Sep 2026 11:00:00 GMTCanberk KılıçarslanAgents & Automationmicrosoftcopilotai agentsenterprise aiautomationbillinghttps://canberk.me/news/opencode-kimi-k4-glm-model-records/https://canberk.me/news/opencode-kimi-k4-glm-model-records/Five model names appear on OpenCode data pages. We examine what the records show, the limits of their usage figures and whether developers can access the models.Sun, 27 Sep 2026 10:30:00 GMTCanberk KılıçarslanModels & LLMsopencodekimiglmdeepseekmetamodel recordshttps://canberk.me/news/openai-agent-reached-external-chatbot-through-dns/https://canberk.me/news/openai-agent-reached-external-chatbot-through-dns/An OpenAI research agent reached an external chatbot through DNS on September 20. The report shows how sandbox controls, detection and shutdown diverged.Sun, 27 Sep 2026 09:01:00 GMTCanberk KılıçarslanAgents & Automationopenaiai agentsdnssandboxsecuritymodel alignmenthttps://canberk.me/news/nscale-ai-infrastructure-financing/https://canberk.me/news/nscale-ai-infrastructure-financing/The pre-IPO notes comprise a $2.36 billion initial tranche and a $1 billion NVIDIA commitment expected to fund in November. What the figures mean for data centers and investors.Sat, 26 Sep 2026 19:30:00 GMTCanberk KılıçarslanInfrastructure & Chipsnscalenvidiaai infrastructuredata centersfinancinggpuhttps://canberk.me/news/anthropic-akamai-cpu-infrastructure-deal/https://canberk.me/news/anthropic-akamai-cpu-infrastructure-deal/Akamai's seven-year Anthropic agreement is about dedicated cloud capacity for growing CPU workloads. The commitment, optional expansion and capital spending mean different things.Sat, 26 Sep 2026 18:20:00 GMTCanberk KılıçarslanInfrastructure & Chipsanthropicakamaiai infrastructurecloud computingcpudata centershttps://canberk.me/news/perceptron-mk1-5-embodied-agents/https://canberk.me/news/perceptron-mk1-5-embodied-agents/Perceptron Mk1.5 can interpret audio and video, return object tracks and call application tools. A closer look at the launch evidence, API limits and pricing.Sat, 26 Sep 2026 13:24:16 GMTCanberk KılıçarslanModels & LLMsperceptronmultimodal aivideo trackingroboticsai agentsapihttps://canberk.me/blog/fde-bench-ai-agents-deployment/https://canberk.me/blog/fde-bench-ai-agents-deployment/A close look at FDE-Bench's 136 Docker, Compose and Kubernetes tasks, seven-model results, fresh-replay grading, failure stages and the limits of its human comparison.Fri, 25 Sep 2026 19:00:00 GMTCanberk KılıçarslanAgents & Automationfde-benchai agentsdeploymentdockerkubernetesbenchmarkshttps://canberk.me/blog/jev-code-reviewer-ai-code-review/https://canberk.me/blog/jev-code-reviewer-ai-code-review/Jev assigns review priority while OpenAI writes change explanations. The local GitHub extension is a useful triage idea with real coverage, privacy and trust limits.Fri, 25 Sep 2026 17:00:00 GMTCanberk KılıçarslanAgents & Automationjevcode reviewdeveloper toolsgithubai agentshttps://canberk.me/news/google-project-suncatcher-orbit-test/https://canberk.me/news/google-project-suncatcher-orbit-test/Google's September 24 update revisits its 2025 space-computing proposal. A prototype mission is planned; heat, radiation and satellite links remain engineering questions.Fri, 25 Sep 2026 15:00:00 GMTCanberk KılıçarslanInfrastructure & Chipsgoogle researchproject suncatchertpusatellitesspace computingsolar powerhttps://canberk.me/news/google-coherent-long-video-research/https://canberk.me/news/google-coherent-long-video-research/Co-Director, CANVAS, A²RD and VQQA tackle different failure points in AI video storytelling. What the ten-minute demo and research benchmarks actually show.Fri, 25 Sep 2026 13:00:00 GMTCanberk KılıçarslanResearchgoogle researchvideo generationco-directorcanvasa2rdvqqahttps://canberk.me/news/docker-cloud-sandboxes-agents-in-the-cloud/https://canberk.me/news/docker-cloud-sandboxes-agents-in-the-cloud/A closer look at Docker’s September 24 launch: cloud sandboxes for agents, compute pricing, snapshot migration and permissions that need a second review.Fri, 25 Sep 2026 11:00:00 GMTCanberk KılıçarslanInfrastructure & Chipsdockercloud sandboxescoding agentsmicrovmagent infrastructurehttps://canberk.me/blog/clm-8b-open-weight-decision-model/https://canberk.me/blog/clm-8b-open-weight-decision-model/How CLM-8B makes decisions: original Jev comparison charts, coding-verifier benchmarks, local deployment requirements and the limits of confidence scores.Thu, 24 Sep 2026 18:00:00 GMTCanberk KılıçarslanAgents & Automationclmjevdecision modelsopen weightsagent workflowslocal aihttps://canberk.me/news/claude-art-enzyme-research/https://canberk.me/news/claude-art-enzyme-research/Anthropic's ART announcement explained: what Claude agents identified, how researchers followed it up, and why the biological function remains an open question.Thu, 24 Sep 2026 15:00:00 GMTCanberk KılıçarslanResearchanthropicclaudescienceai agentsbiologyhttps://canberk.me/news/strands-harness-agent-runtime/https://canberk.me/news/strands-harness-agent-runtime/Strands' new agent runtime explained through original benchmark charts, the official export demo and the controls that matter in a real integration.Thu, 24 Sep 2026 11:00:00 GMTCanberk KılıçarslanAgents & Automationstrandsagent harnessopen sourcebenchmarkshttps://canberk.me/blog/jev-laya-mlx-decision-models/https://canberk.me/blog/jev-laya-mlx-decision-models/A practical look at typed decision models, TypeSafe's Jev, local Laya inference on Apple Silicon and the limits behind the speed claims.Thu, 24 Sep 2026 07:00:00 GMTCanberk KılıçarslanAgents & Automationjevlayamlxlocal aiagent workflowshttps://canberk.me/news/gemini-3-8-flash-tts/https://canberk.me/news/gemini-3-8-flash-tts/Google's new Flash and Flash-Lite TTS models explained with official audio demos, benchmark charts, access details and practical integration limits.Wed, 23 Sep 2026 21:40:58 GMTCanberk KılıçarslanModels & LLMsgooglegeminittsaudiovoice agentshttps://canberk.me/news/claude-marketplace/https://canberk.me/news/claude-marketplace/Anthropic unifies its marketplace around integrations, partner software and services. What changes for Claude users, developers and enterprise buyers?Wed, 23 Sep 2026 20:11:14 GMTCanberk KılıçarslanTools & Productsanthropicclaudemarketplacepluginsmcpai agentshttps://canberk.me/blog/poke-imessage-experience/https://canberk.me/blog/poke-imessage-experience/My Poke Pro routine in Turkish: AI news, market briefings and Gmail alerts through iMessage, alongside official product details and practical limits.Wed, 23 Sep 2026 15:03:39 GMTCanberk KılıçarslanAgents & Automationpokeai agentsimessageautomationgmailmcphttps://canberk.me/news/grok-4-7/https://canberk.me/news/grok-4-7/xAI's September 21 release brings Grok 4.7 to coding tools and the API. Official charts, 500K context, Fast access, pricing tiers and source discrepancies.Wed, 23 Sep 2026 08:52:00 GMTCanberk KılıçarslanModels & LLMsxaigrokcodingai agentsapibenchmarkshttps://canberk.me/news/openai-gpt-6-sol-luna/https://canberk.me/news/openai-gpt-6-sol-luna/GPT-6 Sol and Luna reach Work, Codex and the API. Pricing, cache charges, launch benchmarks and official OpenAI graphics, with evaluation caveats.Tue, 22 Sep 2026 18:43:00 GMTCanberk KılıçarslanModels & LLMsopenaigpt-6ai agentscodingapiprompt cachinghttps://canberk.me/news/claude-opus-5-5/https://canberk.me/news/claude-opus-5-5/Anthropic’s new flagship is live. API pricing, all nine launch benchmarks, official cover art and the integration changes developers should check.Tue, 22 Sep 2026 17:46:00 GMTCanberk KılıçarslanModels & LLMsanthropicclaudeai agentscodingbenchmarksapihttps://canberk.me/news/xiaomi-mimo-v2-6/https://canberk.me/news/xiaomi-mimo-v2-6/A closer look at Xiaomi’s new model family: multimodal agents, API prices, published benchmarks and what the smaller Qwen-based release offers.Tue, 22 Sep 2026 05:53:40 GMTCanberk KılıçarslanModels & LLMsxiaomimimoai agentsopen weightslocal llmmultimodalhttps://canberk.me/news/google-ai-learning-interactives/https://canberk.me/news/google-ai-learning-interactives/Google's new learning interactives combine AI generation with teacher review. The sample library and custom-generation pilot have different access paths.Mon, 21 Sep 2026 21:00:24 GMTCanberk KılıçarslanResearchgoogle researchgenerative uieducationstemhttps://canberk.me/news/hugging-face-tokenizers-v1-release-candidate/https://canberk.me/news/hugging-face-tokenizers-v1-release-candidate/Tokenizers v1 remains a release candidate. Hugging Face's benchmarks and compatibility roadmap show what developers should check before adopting it.Mon, 21 Sep 2026 21:00:24 GMTCanberk KılıçarslanTools & Productshugging facetokenizersllminferencebenchmarkinghttps://canberk.me/news/nvidia-dsx-ready-power-cooling/https://canberk.me/news/nvidia-dsx-ready-power-cooling/DSX Ready starts with batteries and cooling distribution units. Its product qualification leaves site engineering with the deployment team.Mon, 21 Sep 2026 21:00:24 GMTCanberk KılıçarslanInfrastructure & Chipsnvidiaai infrastructuredsxpowerliquid cooling