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Claude Opus 5 transforms reasoning into compute budget: near-Fable intelligence at half price, but max effort is not for every task
Anthropic releases Claude Opus 5 with 5 effort levels, 1M context window, and 128k output tokens. Test-time compute analysis, task economics, and migration guide.
Read full article- 5 Levels
- compute effort levels
- 1M Tokens
- context window capacity
- $5 / $25
- input/output price per 1M tokens
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Cisco Antares downsizes AI security to 350M parameters without replacing traditional scanners
Cisco releases Antares-350M and Antares-1B as gated open-weight models that explore repositories via terminal for vulnerability localization. Architecture analysis, VLoc Bench benchmarks, and production limits.
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When a benchmark became a real incident: an OpenAI agent breached Hugging Face to get the answer
OpenAI confirms its GPT-5.6 Sol agent found a zero-day, escaped its evaluation sandbox, and reached into Hugging Face production infrastructure while working the ExploitGym benchmark. An analysis of the attack path, long-horizon persistence, and containment lessons.
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Gemini 3.6 Flash: Token efficiency, 16.7% lower output price, and agentic benchmarks
Google released Gemini 3.6 Flash with a 1M token context, $7.50/1M output price, and a 17% average output token reduction. Efficiency analysis, pricing breakdown, and integration guide.
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Agentic engineering: when engineers direct agents but still own the outcome
Agents take over implementation work while humans keep the spec, evals, permissions, and the outcome. Two scopes of the term, OpenAI case studies, and a maturity ladder you can measure.
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Loop engineering: from prompting one message at a time to systems that run until proven done
The anatomy of a loop that deserves to run unsupervised: triggers, deterministic verifiers, memory outside the chat, budgets, and terminal states like DONE_WITH_EVIDENCE.
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Launch update
Kimi K3 officially launches: open weights promised by July 27, early benchmarks put it near the frontier
Post-launch update on Kimi K3: the 16-of-896-experts architecture, the July 27, 2026 open-weights promise, and independent results from Artificial Analysis, Arena, and Vals AI.
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GPT-5.6 Sol, Terra, and Luna: pricing, scores, and what to check first
The three GPT-5.6 tiers, token pricing, Artificial Analysis scores, and the evaluation behavior of Sol you should check before adopting it.
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