What we shipped, when, and why.
Analysis engine now handles parallel and concurrent sessions. Specialized pipelines per org, tuned to each team's codebase, tools, and patterns.
Boris Cherny (Claude Code creator, Anthropic) runs 10-15 parallel sessions daily, 259 PRs in 30 days (8.5M views). Claude officially launched Agent Teams. Developers are running 3-5 concurrent worktrees as standard practice. When sessions overlap, the patterns multiply. We're building the analysis to match.
Per-repo and per-developer reports delivering 2-3 actionable recommendations per session. Generated rules feed directly into CLAUDE.md, .cursorrules, and AGENTS.md.

Anthropic launched persistent memory for all users (Mar 3, 2026). OpenAI's AGENTS.md was adopted by 60,000+ projects. awesome-cursorrules hit 36K GitHub stars. Every tool had a rules file. All written manually. None of them learned.
Automated detection of session-level quality signals. The system classifies interaction patterns, scores sessions across multiple dimensions, and flags where developer time is being wasted. Built on thousands of hours of real session data.

Anthropic's data showed the 99.9th percentile session duration nearly doubled to 45+ minutes (mid-Feb 2026). The METR study showed AI makes experienced devs 19% slower while they believed they were 20% faster (Jul 2025). Longer sessions, bigger blind spots. No tool existed to detect where sessions go wrong.
Shipped the quickcall CLI with real-time status, device auth (RFC 8628), and remote diagnostics. Multi-tenant pipeline with org isolation and per-org dashboards.

GitHub's survey showed 97% of developers had tried AI coding tools (Apr 2025). Tobi Lütke (Shopify CEO) made AI usage a baseline expectation at Shopify. ISACA reported 45% of developers using unsanctioned AI tools. Gergely Orosz (Pragmatic Engineer) predicted engineers would build o11y solutions for AI-generated code.
Production ingestion pipeline with crash recovery, auto-update, and zero-data-loss guarantees. The daemon self-heals across restarts, version updates, and system crashes.

GitHub issues documented ~40% background agent failure rates. Users discovered Claude Code silently deletes sessions after 30 days. One engineer called it 'Groundhog Day - it compacts and wakes up lobotomized.' Sessions are too valuable to lose.
A background daemon that captures AI coding sessions from Claude Code, Codex, Cursor, and Gemini CLI into a single normalized format. Native parsers for JSONL, JSON, and SQLite vscdb. One install, every session preserved.

We shipped cross-tool capture five weeks before Thomas Dohmke (ex-GitHub CEO) raised $60M at $300M to do the same thing (Feb 10, 2026). Cursor chats were buried in undocumented SQLite blobs. The only community extraction tool had been archived. Simon Willison (Django co-creator) was building his own transcript tools because nothing existed.
Real-time session viewer for Claude Code with hooks-based capture, token tracking, tool usage charts, and shareable HTML exports. Built and open-sourced in 15 days.

Andrej Karpathy (ex-Tesla AI, OpenAI co-founder) coined 'vibe coding' (4.5M views, Feb 2025). The latent.space podcast revealed 80% of Claude Code's own code was written by Claude Code (May 2025). Developers were running hour-long sessions with zero visibility into what happened.