https://falconer.com/notes Essays, announcements, and research from the team behind Falconer. en-us Wed, 03 Jun 2026 12:00:00 GMT https://falconer.com/notes/stop-freeloading-open-source https://falconer.com/notes/stop-freeloading-open-source Wed, 03 Jun 2026 12:00:00 GMT Giorgio Garofalo Most teams quietly work around the rough edges of the open source libraries they depend on. We decided to fix them at the source instead, contributing patches upstream to Tiptap, the framework behind Falconer's editor. https://falconer.com/notes/may-2026-changelog https://falconer.com/notes/may-2026-changelog Mon, 01 Jun 2026 12:00:00 GMT Falconer's May 2026 changelog covers six new editor block types, agent memory upgrades, expanded MCP/API write operations, Slack and Granola integration improvements, and dozens of fixes. https://falconer.com/notes/generate-changelog https://falconer.com/notes/generate-changelog Fri, 29 May 2026 12:00:00 GMT Quinn Dupies Changelogs used to take hours each week to assemble across GitHub, Linear, Slack, and meeting notes. Falconer turns the same week of context into a changelog in seconds — already cited, audience-aware, and ready to send. https://falconer.com/notes/falconer-agent-now-speaks-git https://falconer.com/notes/falconer-agent-now-speaks-git Wed, 27 May 2026 12:00:00 GMT Matt Zhao The Falconer agent can now answer questions about your code's history: who wrote what, when, and why. It calls git directly against your connected repos to do code archaeology, release diffs, regression hunts, and ownership lookups, all in a chat. https://falconer.com/notes/how-falconer-powers-agents-with-aws-s3-files https://falconer.com/notes/how-falconer-powers-agents-with-aws-s3-files Wed, 27 May 2026 12:00:00 GMT Matt Zhao How we gave the Falconer agent git access (log, blame, diff between arbitrary refs) by mounting a shared NFS filesystem backed by S3 Files across our ingest and UI services. A walkthrough of the storage choice, the Pulumi quirks, and how we made the repo sync robust and reliable. https://falconer.com/notes/how-others-build-agent-memory https://falconer.com/notes/how-others-build-agent-memory Thu, 21 May 2026 12:00:00 GMT Apoorva Shete ChatGPT, Claude Code, and Letta have each built production memory systems for AI agents. Looking at the differences shaped how I built agent signals for Falconer. https://falconer.com/notes/knowledge-health https://falconer.com/notes/knowledge-health Thu, 21 May 2026 12:00:00 GMT Aryaman Agrawal Every company runs on written knowledge, and almost none of them know how healthy theirs is. Knowledge Health puts a single, live score on it and shows you exactly what's dragging it down: contradictions, stale docs, coverage gaps, and redundancies. https://falconer.com/notes/agent-personalization https://falconer.com/notes/agent-personalization Tue, 28 Apr 2026 12:00:00 GMT Apoorva Shete Falconer now tailors every response to who you are. Agent Personalization builds a lightweight, transparent profile of your role, team, and preferences — fully editable, with every attribute traced back to its source. https://falconer.com/notes/context-more-than-training-data https://falconer.com/notes/context-more-than-training-data Wed, 22 Apr 2026 12:00:00 GMT Dave Nunez Everyone has access to the same frontier models. Your competitive advantage is institutional context — the decisions, tradeoffs, and battle scars inside your four walls. Here's why curating that context is now existential. https://falconer.com/notes/falconer-update-self-driving-docs https://falconer.com/notes/falconer-update-self-driving-docs Thu, 09 Apr 2026 12:00:00 GMT Matt Zhao Falconer Update keeps your documentation in sync with your codebase automatically. Toggle it on for any document and choose Review mode for human-in-the-loop edits, or Full Self-Driving mode to let Falconer handle it entirely. https://falconer.com/notes/falconer-generate-from-repo-to-doc-set-in-minutes https://falconer.com/notes/falconer-generate-from-repo-to-doc-set-in-minutes Thu, 12 Mar 2026 12:00:00 GMT Lilu Xu Falconer Generate turns a connected GitHub repo into a structured documentation set, helping teams get documentation started faster. https://falconer.com/notes/launch https://falconer.com/notes/launch Tue, 10 Feb 2026 12:00:00 GMT Dave Nunez Our mission is to capture all of your important context, keep it up to date, and make it easy for you to deploy it wherever you want: your teammates, your customers, your coding agents. https://falconer.com/notes/rethinking-data-ingestion-dag https://falconer.com/notes/rethinking-data-ingestion-dag Wed, 04 Feb 2026 12:00:00 GMT Apoorva Shete How we reduced data ingestion time from hours to minutes by reimagining our pipeline as a directed acyclic graph. This post covers the architectural shift from async workflows to job queues, the migration strategy we used to preserve behavior, and the observability patterns that helped us identify and isolate bottlenecks at scale. https://falconer.com/notes/llm-as-a-courtroom https://falconer.com/notes/llm-as-a-courtroom Mon, 19 Jan 2026 12:00:00 GMT Aryaman Agrawal How we built a multi-agent courtroom simulation to decide when code changes require documentation updates—and why the legal system is humanity's best framework for binary decisions under uncertainty.