↓Skip to main content

Posts

Field notes on agentic systems, concept-reasoning architectures, and leading AI teams.

Abstract digital art: a warm stream of text-like particles compresses into a small bright constellation of concept nodes, held up by a lone silhouette, while cool blue streams weave through a grid of glowing cells

A Memory That Reads by Content: Trained on Short Books, Still Finding Facts at 128K Tokens

27 September 2026·2199 words·11 mins

Abstract digital painting at night: a lone person raises a glowing spark that lights a constellation of concept nodes; a warm stream of particles pours into it from the left, while blue rivers of light wind through a city where small robots tend glowing glass cubes of experiments

Auto-Research Can Run the Experiments. It Cannot Have the Idea.

27 September 2026·1905 words·9 mins

Abstract digital art of dense attention lines compressing into a compact constellation of concept nodes that continue as a long stream of light

Replacing Gemma-3 Global Attention with Concepts (Toward Longer Context)

26 July 2026·2408 words·12 mins

Abstract digital art of human silhouettes connected by luminous data streams into a shared architectural blueprint, warm oranges merging into deep teals and blues

What I learned leading an AI engineering team

24 July 2026·2449 words·12 mins

Stylized mission control cockpit with multiple glowing screens showing Jira boards, code diffs, cloud infrastructure diagrams, and security dashboards, all connected by luminous data streams through a central console

How I Built an Engineering Manager Mission Control with Cursor, MCP, and AI Skills

14 April 2026·2927 words·14 mins

Abstract digital art showing a chaotic cluster of tools converging into a single clean stream of light, representing tool pollution vs focused capabilities

MCP Is Not Your REST API. Expose Capabilities, Not Endpoints.

1 April 2026·1681 words·8 mins

Abstract digital art showing a central control plane connected to many glowing agent-like nodes through colorful flowing protocol streams.

If You Want to Build Agent Systems, You Need to Lose Your REST-Style Intuitions

21 March 2026·1947 words·10 mins

Abstract colorful streams compressing through a narrow concept bottleneck and expanding into richer geometric structure

Quicker Failures lead to better questions: How AI Helped Me Steer my research forward

8 March 2026·2522 words·12 mins

Abstract digital painting of two intertwining audio streams — warm orange and electric teal — representing competing speech-to-speech AI architectures.

Speech-to-Speech Models in 2026: Three Architectural Bets and What Each Actually Gives You

27 February 2026·2684 words·13 mins

🛠️ 2025 modern setup for AI-powered blogging with Hugo, Github pages, and Cursor.ai

27 August 2025·Updated: 28 August 2025·1113 words

1
2
→