The following 14 target company groups currently have open pull requests with tracked CI checks and reviews, but 0 verified merged PRs on GitHub:

• Problem: Replaying Gemini conversation history through the OpenAI adapter failed when a turn contained executable code or execution output.
• My contribution: Converted both part types to labeled, fenced text in the Chat Completions and Responses request paths, preserving their order alongside ordinary text and images.
• Validation: Added request-payload regressions for both APIs, including empty code, mixed media and replayed reasoning. Chat Completions tests · Responses tests.
• Outcome: Merged November 6, 2026 · #1956. Request conversion preserves the code and its output as context. This does not execute the code or claim live-provider validation.

• Problem: A raw prefix check let paths such as /api/../admin satisfy an /api allowlist even though the HTTP client requested /admin.
• My contribution: Required both raw and percent-decoded paths to pass the allowlist after dot-segment normalization, preserving empty segments and matching httpx's treatment of terminal dot segments.
• Validation: Added escaping-path and allowed-path cases, comparisons against httpx's wire path, and runner tests proving rejected targets never invoke authentication or send a request. Validator tests · Runner tests.
• Outcome: Merged November 2, 2026 · #14668. The tested traversal and prefix-boundary cases are rejected before outbound work, while valid paths remain accepted.

• Problem: Startup validation initialized PostgreSQL pool state on a temporary event loop, leaving later MCP tool calls with connections bound to a closed loop.
• My contribution: Moved loop-bound startup validation into the MCP server lifespan and added asynchronous cleanup on the same loop, with bounded concurrent connection closes.
• Validation: Regression coverage exercises startup validation followed by the first query, registered lifespan cleanup, startup refusal, and failed or stalled connection closes. Regression tests · Cleanup tests.
• Outcome: Merged November 9, 2026 · #4846. Pool initialization, tool use and shutdown share the serving loop; these tests use controlled database doubles, not a live PostgreSQL deployment.

• Problem: Pretty-print log headers shifted as goroutine IDs changed digit width, making concurrent logs harder to scan.
• My contribution: Added padding to the widest ID seen so far, using atomic updates because header formatting runs under a read lock. Resetting logger defaults clears the recorded width.
• Validation: Regression tests cover growing and shrinking ID widths, the emitted log header, and reset behavior. Regression tests.
• Outcome: Merged November 11, 2026 · #807. Later headers stay aligned to the widest observed ID; earlier lines are not rewritten.

• Problem: When compiling AgentScript action bodies, bare transition to statements in post-action blocks were dropped without diagnostics instead of emitting agent handoffs.
• My contribution: Added compiler handling for bare TransitionStatement nodes in action bodies, routing next-topic state updates into post_tool_call and handoffs into after_all_tool_calls.
• Validation: Added regression tests verifying unconditional __state_update_action__ generation and target handoffs for post-action transitions. Conditionals tests.
• Outcome: Merged November 14, 2026 · #106. Ensures agent handoffs execute reliably without affecting conditional transitions.

Conceptual patterns across separate projects; arrows do not assert one integrated deployment.

flowchart LR
  subgraph Client
    B[Browser<br/>Next.js · React]
  end
  subgraph Runtime
    WS[WebSocket agent server<br/>seq reorder · dedupe · RESUME replay]
    API[FastAPI / Express gateway<br/>rate limits · circuit breaker]
  end
  subgraph Models_Tools_Data["Models · Tools · Data"]
    OR[OpenRouter / Workers AI<br/>project-specific routing]
    MCP[MCP-style tool registry<br/>tool calling]
    VAD[WebRTC VAD · speech]
    RAG[BM25 / TF-IDF retrieval<br/>eval gates]
    DB[(Supabase Postgres<br/>RLS policies)]
  end
  subgraph Ops
    CI[GitHub Actions CI<br/>F1 gate · offline eval]
    DEP[Docker · Cloudflare · GitHub Pages]
  end
  B <--> WS
  B --> API
  WS --> MCP
  API --> OR
  API --> RAG
  API --> DB
  B --> VAD
  MCP --> OR
  CI --> DEP

The card lists tools I use or explore. The manifests below verify declared dependencies (checked 2026-11-10), not installed versions or live deployment.

Merge dates from the scoreboard, grouped by IST month. November is partial (through 2026-11-14).

xychart-beta
  title "Allowlist merges per month (2026)"
  x-axis [Jul, Aug, Sep, Oct, Nov]
  y-axis "Merged PRs" 0 --> 45
  bar [2, 3, 3, 19, 41]

View current open upstream PRs on GitHub. Review status changes independently of merge counts; use the live list for current feedback and pending work.

Engineering principles — each one, where it shows up in code

• Measure everything; ship the gate with the number — VAD F1 gate runs in CI and fails below threshold
• Local-first; CI must not depend on a live API — CI sets EVAL_LIVE: "0"; agent-console ships a key-free replay
• Reliability over novelty — tested circuit breaker and rate limiter
• AI should augment, not obscure, the system — Incident Desk shows the planner/tool trace and scorecard (eval.ts)
• Developer experience matters; simple systems scale better — make verify-all runs the tests, VAD gate and offline eval with no API keys

Details: INTERVIEW_NOTES.md

Writing — Technical writings RSS (20 posts in the feed)

Trajectory

Figures from the repository's GitHub snapshot, collected 2026-11-13 05:55 IST:

The calendar total and activity-type counts are separate GitHub measures; the rows are not presented as a sum.

Contribution graph · yearly snapshot JSON