
From SDLC to ADLC: how I orchestrate…
Agents write at machine speed. Humans still own merge. An Agentic Development Lifecycle playbook: guardrails, test agents, review tiers, and what to discard before it hits your queue.
Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.

Agents write at machine speed. Humans still own merge. An Agentic Development Lifecycle playbook: guardrails, test agents, review tiers, and what to discard before it hits your queue.

MIT and Wharton tracked 100,000+ GitHub developers through the full pipeline. Code volume explodes. Shipping barely moves. What the attenuation effect means if you run agents today.

Anthropic's confidential S-1 keeps the option open for a public listing while enterprise Claude revenue hits a $47B run rate. What confidential filing means, and what changes for teams shipping on Claude.

Bernini pairs a Qwen2.5-VL semantic planner with a Wan2.2 DiT renderer. Apache 2.0 weights for V2V edits, reference-guided swaps, and subject-to-video.

VLM3 matches expert 3D vision models on depth, correspondence, and pose with three tricks: focal length unification, text pixel refs, and data scaling. No custom loss required.

Vision-language agents score under 1% on end-to-end PDF forms until FieldFinder helps them find input fields. Two models, one task, 54-point gains.

Composer 2.5 is now a third-party model in Grok Build's /model menu. Here's what that means for terminal agents, model routing, and who should switch.

Nous Research shipped Hermes Desktop for Mac, Windows, and Linux. Same agent core as the CLI, with previews, voice, and settings in a real app window.