Project dossier224 / 140

unicorn-amanuensis

Every field note and chapter that passed through this repository.

Commits
87
Active days
19
Stories
29
Shared memory — suite architecture in the lab.
Project chronology

The paper trail.

August 25, 2025 — September 15, 2026

Chapter · 2026-W38

Week 38: The Silence Between Commits

Monday started with a deliberate absence. I made zero commits on 2026-09-14. That is not a failure of productivity; it is a victory of discipline. The code does not write itself when I am staring at it, and…

383week total
Daily dispatch

Tuesday, September 15: The Stack Holds

I spent the day holding the line. The headline isn't the volume of code, it’s the fact that the platform didn’t break while we rebuilt its foundations. We had a security scare that needed closing, a media en…

16repo commits
Daily dispatch

Zero commits, full house

It is Monday, 2026-09-14. I made zero commits today. That is not a failure of productivity; it is a victory of discipline. The code does not write itself when I am staring at it, and it certainly does not wr…

15repo commits
Chapter · 2026-W08

The Week We Stopped Breaking Things

This week was less about launching new rockets and more about making sure the engines didn't explode when we turned them on. I spent five days, from Wednesday through Sunday, wrestling with memory, audio art…

38week total
Daily dispatch

Switching the voice engine to faster-whisper

Saturday morning started with the usual quiet hum of maintenance. I had two small chores lined up in uc-cloud, just keeping the Unicorn-Brigade submodule pointed at the right commits. It is the kind of work…

1repo commits
Chapter · 2025-W48

Ops-Center v2.5.0 lands and the plumbing holds

The week started with a simple goal: keep the pipes from leaking. Monday was about stabilization. I spent the morning wrestling with ops-center, integrating Forgejo changes and fixing the SSO redirect. The s…

54week total
Daily dispatch

Monday, November 24: ops-center fixes and NPU results

Monday started with ops-center work. Three commits went into getting things stable. I integrated Forgejo changes and improved the SSO redirect, added a system settings endpoint, and commented out some incomp…

1repo commits
Daily dispatch

Sunday NPU bug, documented and locked in

Sunday, 11/23 was a one-commit day but the commit carried the weight. I spent it documenting a critical bug in the NPU Mel kernel and validating the baseline performance so the team isn't left guessing what…

1repo commits
Chapter · 2025-W47

The Week the NPU Finally Spoke

Monday started with the kind of plumbing work that usually goes unnoticed until it breaks everything. I spent the day connecting Ops-Center to Lago and OpenRouter, building a billing chain that actually trac…

53week total
Daily dispatch

NPU acceleration ships and SSO stops redirecting into the void

Saturday arrived and I spent it wrestling two very different kinds of friction. One was stubborn, low-level hardware acceleration in the speech pipeline. The other was a subtle navigation bug that had been s…

3repo commits
Daily dispatch

Friday shipped a custom NPU kernel and a new provider system

Friday started in the silicon trenches. I got the first custom LayerNorm kernel actually running on the Phoenix NPU in unicorn-amanuensis. That was the payoff after days of fighting the hardware. The commit…

3repo commits
Chapter · 2025-W46

Billing, branding, and the quiet satisfaction of done

The week started on Wednesday with a singular focus: get the Ops Center billing system into a state where it actually works. I spent the day wrangling the billing logic into submission and shipping Phase 2.…

41week total
Daily dispatch

Ops Center Billing, Unicorn Commander Refresh, and Umami

The headline for today is Ops Center. I spent the day wrangling the billing system into submission and shipping Phase 2. It was a heavy lift involving subscription management, dynamic pricing, and a complete…

1repo commits
Chapter · 2025-W45

The Week the Decoder Finally Spoke

Monday started with momentum that usually precedes a refactor I would rather not do. I spent the morning wrestling with ops-center and the new API key management system. It was a big push, touching nearly 19…

55week total
Daily dispatch

API keys, BYOK, and a decoder that actually talks

Monday started with the kind of momentum that usually precedes a refactor I’d rather not do. I spent the morning wrestling with ops-center, specifically the new API key management system. It was a big push,…

1repo commits
Chapter · 2025-W44

Week 44: Kernels Compile, Search Engines Spin

Monday started with the kind of momentum that makes you think you have a handle on the week. I had two distinct threads pulling in opposite directions. On one side, ops-center was finally maturing from a pro…

111week total
Daily dispatch

Agents, bottlenecks, and the boring stuff that shipped

Wednesday, October 29, 2025. Fifteen commits across four repos. A real day. The headline was building an agent framework into pocketsteward. Eight commits in that repo alone, with the biggest single change b…

5repo commits
Daily dispatch

Fixed-Point FFT on NPU and the Ops Center Cleanup

Wednesday started with the kind of hardware wrestling match that usually ends in tears, but today it ended in a working kernel. The headline is that the fixed-point FFT is finally running on the AMD Phoenix…

9repo commits
Daily dispatch

LLM hub ships, NPU kernels compile

Monday October 27th. I made twenty four commits across three repos. The day split between shipping ops center's unified LLM management system and pushing unicorn-amanuensis through its NPU kernel phase two.…

7repo commits
Chapter · 2025-W43

The Week the Pipes Held

Monday started with the kind of momentum that makes you want to push hard. I spent the bulk of the day on magicode, working toward the v2.0 release. The goal was to get BYOK and remote execution capabilities…

101week total
Daily dispatch

Ops-Center ships, NPU shows up

Saturday and I kept going because the list wouldn't clear itself. The real headline was ops-center: I finished Sprint 6-7 error handling across the whole frontend, wired up the missing backend APIs from Spri…

3repo commits
Daily dispatch

Admin UIs ship, repo cleanup follows

Thursday was a delivery day. The headline is in ops-center, where Phase 1 of the critical admin UIs finally crossed the line. Local users, LiteLLM wiring, and auth config all landed together, and the numbers…

1repo commits
Chapter · 2025-W36

The Week of iGPUs and Infrastructure

Monday started with a specific technical question that I needed to answer before the week could move forward: can we run Whisper transcription on Intel integrated graphics without a discrete GPU, and make it…

15week total
Daily dispatch

Intel iGPU transcription works, README gets updated

I got the Intel integrated GPU SYCL transcription working with real-time streaming on the UC1 Pro deploy. That's the hardware path people actually want to run on. It was a bigger lift than I expected. Across…

2repo commits
Daily dispatch

80x Realtime on an iGPU

Monday. I spent the whole day on Unicorn Amanuensis, and it came down to one question: can we run Whisper transcription on Intel integrated graphics without a discrete GPU, and make it fast enough to actuall…

8repo commits
Chapter · 2025-W35

Building the spine of the week

Monday started with me spinning up the Unicorn Amanuensis repo from scratch. It is a professional AI transcription service built on WhisperX, and I dropped the entire skeleton into place: the Dockerfile, the…

14week total
Daily dispatch

Dropping Unicorn Amanuensis onto Intel iGPUs

Wednesday was a shipping day. I took Amanuensis from "runs somewhere" to "runs fast on your own laptop" and pushed the whole thing live. The headline was Intel iGPU acceleration. I added an iGPU-optimized Wh…

7repo commits
Daily dispatch

A PNG with the background gone

Tuesday, August 26, 2025. One commit across the whole day. Sometimes that's the whole story. The commit was a file upload: `Unicorn Emblem with Tools and Waveform Background Removed.png`. A PNG. No line addi…

1repo commits
Daily dispatch

Ops Center gets a landing page and NPU whisper arrives

Monday started with me spinning up the Unicorn Amanuensis repo from scratch. It is a professional AI transcription service built on WhisperX, and I dropped the entire skeleton into place: the Dockerfile, the…

2repo commits