6 min
Daily Agents Need a Scheduler
The Mattermost Codex bridge moved recurring work out of immortal agent threads and into a small scheduler with state, receipts, and Mattermost …
#codex
#mattermost
#automation
+5
/categories/software engineering
// 20 posts in this category
10 min
Put Codex Behind Mattermost, Then Stop Overbuilding It
A practical way to run Mattermost on a small server, expose it safely, and use the mobile app as a chat interface to a local Codex agent.
#mattermost
#codex
#self-hosting
+5
4 min
Bumblebee Finds the Risk. The UI Makes You Care.
Supply-chain scanners should not bury local endpoint risk in raw JSON. Bumblebee has the engine; this UI turns the scan into something developers can …
#bumblebee-scanner
#endpoint-security
#supply-chain-attacks
+3
8 min
Your AI Coding Agent Deserves a Real Review Desk
AI coding agents do real repository work. They deserve review desks, not cramped chat boxes. This is the product shape behind a native Flutter client …
#jules-api
#flutter-desktop
#ai-coding-agents
+4
8 min
Dream TTS Proves Local Speech Is a Product Architecture Problem
Dream TTS turned local speech from a model demo into product architecture: Flutter for the surface, Rust for durable synthesis work, and strict …
#dream-tts
#local-tts
#flutter
+5
7 min
Local TTS Quality Is Operations, Not Taste
Local speech becomes trustworthy when pronunciation, latency, fixtures, logs, and release gates make quality repeatable instead of subjective.
#local-tts
#text-to-speech
#pronunciation
+4
7 min
Your App Should Not Know Which TTS Engine Is Speaking
A local speech feature survives only when the app talks to one stable product API while engines, voices, platforms, playback, and failures change …
#local-tts
#software-architecture
#cross-platform
+4
7 min
Ship Your First Local Voice with Piper, Then Make It Boring
Your first local voice ships only after it is bundled, checksummed, observable, cancellable, and boring enough to survive real user machines.
#piper-tts
#local-tts
#onnx
+4
7 min
Local TTS Starts After the Demo Voice Works
If your app needs speech without a hosted API, the hard part comes after the nice demo voice: engines, latency budgets, licenses, updates, and …
#local-tts
#text-to-speech
#piper-tts
+5
7 min
What the Gateway Taught Us After Burning 800ms Per Request
A postmortem on the Gravitee loopback pattern: the dead ends, the latency win, the sandbox boundaries, and the production checklist that matters next …
#gravitee
#api-gateway
#gateway-latency
+4
7 min
Stop Fighting the Gateway. Cache the Response It Wants.
When a gateway cache only wants to cache full HTTP responses, the loopback pattern turns that constraint into a small internal token API.
#gravitee
#api-gateway
#loopback-pattern
+4
7 min
Is Your API Gateway Burning 800ms on Every Request?
What if a perfectly working API gateway was quietly fetching the same valid service token thousands of times a day? This field guide shows how to find …
#gravitee
#api-gateway
#token-caching
+4