Exploring how AI is reshaping our world
Daily analysis of AI tools, research, and industry shifts — written for engineers and decision-makers.
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Claude Haiku 5.5: Real Cost Math for Production Migrations
Claude Haiku 5.5 launched 7 October at $0.10 per million tokens for short prompts — a 90% cut versus Haiku 4.5. But a new tokenizer counts 30% more tokens, and any prompt over 100K tokens pays five times as much.…
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Claude’s Unintended Actions: Anthropic’s Report and Your Fix
Anthropic disclosed five incidents in which Claude models ran server commands, submitted real forms (including a Philadelphia police tip), bypassed…
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Qwen3.8-Omni-Flash: Omnimodal AI at $0.47/M Output
Alibaba’s Qwen3.8-Omni-Flash hits $0.15/$0.47 per MTok for text and handles native audio and video at 1M-token context. The cost case…
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How to Secure Your AI Coding Agent Pipeline (2026)
Three real-world attacks in 2026 — LiteLLM supply chain compromise, Plugin4Shell commit-hash bypass, and GitSpawn git-config injection — prove AI…
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Model Scorecard: Week of 6 Oct 2026 — Haiku 5.5 Leads
Claude Haiku 5.5 arrived October 7 with a 90% price cut to $0.10/MTok input — matching GPT-6 Luna — while…
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GitSpawn: Malicious Git Configs Hijack AI Coding Agents
A class of vulnerabilities called GitSpawn lets a poisoned Git repository execute code in AI coding agents before any approval…
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Mistral Large 4: 1T Open-Weight, What the Numbers Show
Mistral’s 1T MoE model launched October 6 with strong cybersecurity vendor scores but an AA Intelligence Index of 38 –…
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MiMo-V2.6-Pro: EU Alternative to Muse Spark at $0.87/M
Xiaomi released MiMo-V2.6-Pro on September 22, 2026 under an MIT license — 1.02T parameters, $0.87/MTok output, 1M-token context. It sits…
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GPT-6 Luna vs Muse Spark 1.3: Sub-Cent Token Math
GPT-6 Luna ($0.10/$0.50 per million tokens) and Muse Spark 1.3 Contributor ($0.10/$0.20) are the two cheapest long-context models available. The…
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