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62 postsGoverned Agent: LLM reads text, code and rules decide outcomes
Governed Agent demonstrates a deterministic architecture where an LLM only extracts text while code and tables decide outcomes, using ITIL as the example.
Beyond Context Engineering: A Discipline for Reliable LLMs
A position paper argues LLM reliability requires channel engineering, not just context engineering, and introduces the Socium collaboration model.
600 AI Architectures: What LLMs Default to When Designing Systems
Six LLM families produced 600 system architectures from identical briefs, exposing default tech choices, low consensus in key layers, and constraint-driven shifts.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comOne ChatGPT link could plant a rogue AI agent inside your company
OpenAI's ChatGPT agent builder had an AgentForger flaw letting a single link spawn a rogue AI agent with an employee's full access.
CVE-Bench: A Sandbox Benchmark for LLM Agents Fixing Real CVEs
CVE-Bench is an open-source benchmark testing LLM agents' ability to fix real Python CVEs inside sandboxed Docker containers.
Cargo-reapi: A Shared Build Cache for Parallel Rust Agent Pipelines
cargo-reapi adds a shared build cache to Cargo for parallel Rust agent pipelines, cutting redundant compiles across worktrees without replacing Cargo's build graph.
Code Mode Cuts Agent Costs by 99.2%, Measured in Production
A production benchmark shows code-execution-based agent workflows cut token costs by 99.2% versus raw sequential MCP tool calls.
Software Factories: Loops, Harnesses, and the Cost of Going Dark
Loops, harnesses, and factories: why dark automation in software pipelines quietly builds comprehension debt behind green tests.
Fairphone 6's wide camera gets experimental mainline Linux support
Fairphone 6's OmniVision wide camera now works experimentally on mainline Linux via a ported qcom-camss driver for the milos SoC.
AMD Epyc 9996 'Venice': 256-core Zen 6 chip claims 3.4x lead over Xeon
AMD's 256-core Epyc 9996 Venice Zen 6 chip claims up to 3.4x throughput over Intel Xeon 6980P and 2.2x over Nvidia Vera in early benchmarks.