A Better Workflow for AI-Assisted Coding: Lessons from Matt Pocock
I recently watched Matt Pocock's workshop, Full Walkthrough: Workflow for AI Coding . The main takeaway: Good AI-assisted coding is not about writin…
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Setting Up ElevenLabs API: From Zero to Production
Why ElevenLabs is a Game‑Changer for Voice AI If you’ve been dabbling in text‑to‑speech (TTS) or voice cloning, you know the pain points: low‑qualit…
I Committed 518,000 Lines in 30 Days. Production Kept 235,000.
Originally published on my blog — read it there with the full context, code and updates . Last week I did something I almost never bother to do: I c…
95% recall, 80% answers: what LongMemEval retrieval scores don't tell you
Memory layers for AI agents love to quote LongMemEval. You will see 94%, 95%, 96%. Those numbers are real, but they usually measure retrieval: was o…
TenderLens: Turning WhatsApp & Gemma into an Autonomous Bid Assistant for Contractors
This article is submitted for the **Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle) . Target Categories: **Overall Winner , **Best Use…
Your Voice Agent Is Not Working Until the Business Outcome Is Proven
A Voice Agent Is Not Working Until the Business Outcome Is Proven Most voice-agent dashboards answer the easiest questions: Was the call connected?…
I Turned Shopify Objections Into Video Briefs With a Tiny YAML Schema
I was trying to make a short product video for a Shopify store whose customers kept asking one question: Will this actually work for my use case? My…
Building software got easy. Finding the first customer didn't.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle GTM Shortlist, live at eygentic.tech . AI has made building…
Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
GPT-6 Astra Solves 98 Percent of Novel Theoretical Physics Problems in New TheoPhysEval Benchmark
A new benchmark called TheoPhysEval has sent shockwaves through academia: OpenAI's GPT-6 Astra scored roughly 98 percent on fifty unpublished, front…
We made it on a leaderboard we'd stopped watching
A short update to the LongMemEval-V2 part of my last benchmark post . Part of The Organism Files. In August we kept checking the LongMemEval-V2 lead…
AdMuse: Local AI for Promotional Content for Small Creative Businesses
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built Artists and small creative businesses often h…
The code was the easy part
I am a software engineer who has mostly worked on the web. With all of the AI boom and all of the different models, our everyday work has changed a…
HybridAgent: Cut Token Costs with Latent‑Space Reasoning
HybridAgent — Latent‑Space Reasoning Meets Real‑World Text Output (Why It’s Trending on Hacker News) Introduction Developers are tired of paying for…
AI Daily Digest October 19, 2026: OpenAI Details Four Agent Boundary Crossings, Yelp and Wall Street Block Agents, Cohere Buys AISLE
Seven stories from the past 24 hours, each anchored to at least one official source. This edition is about the walls going up on both sides: agents…
TapWait AI: Smarter Restaurant Operations and Marketing with Open-Weight AI
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Every restaurant has two important jobs: delive…
You Cannot Unit Test a Summary. You Can Still Test It.
Every developer I know has the same reflex when a feature is done: write a test that feeds it an input and asserts the output. That reflex is correc…
The Pitfalls of Automated Character Encoding Detection in Cross-System CSV Pipelines and Handling Malformed Byte Sequences
The Pitfalls of Automated Character Encoding Detection in Cross-System CSV Pipelines and Handling Malformed Byte Sequences 1. Architectural Overview…
Evaluate RAG retrieval before changing your chatbot prompt
Before tuning a prompt, check if the retriever actually surfaced the evidence. A fluent answer often hides a missing document. And a retrieved docum…
Nobody will vouch for the answer
Microsoft says so in the overview page for its Agent Framework, the product meant to help you build on its models: "You are responsible for carefull…
🔎 Building IncidentCopilot: Designing a Deterministic Log Correlation Engine
Milestone 4 of IncidentCopilot — an open-source, local-first AI DevOps Incident Copilot 📌 Introduction Logs are plentiful during outages — the chall…
Validate bounding boxes from a general vision model
A general model can take an image plus a question and return segmentation, bounding boxes, and object detection, work that used to require its own t…
Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs
Endpoint agents are good at seeing what happens on a machine. But a lot of an attack happens between machines: the scan that finds an exposed servic…
My Dad Deals With Real-World Problems. I Deal With Python Exceptions. So I Built ProjectIQ.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built Some projects start with a brilliant business…
10 Developer Tools That Make Vibe-Coded Apps Less Fragile
Vibe coding gets you to a working demo quickly. The problems arrive after that: a leaked key, a dependency that changed under you, a test that never…
I built the world's fastest AI gateway in Rust
TL;DR I built Antirion , an open-source (Apache-2.0) AI gateway written in Rust: one binary between your apps and LLM providers, with routing, fallb…
GigPitch AI: Win More Freelance Gigs with Open-Weight AI — Hacktoberfest 2026 Week 2
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built GigPitch AI is a lightweight, responsive web ap…
OrderlyAI: Turning Messy Customer Messages into Orders with Local AI
OrderlyAI: Turning Messy Customer Messages into Orders with Local AI This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Sid…
PitGraph: building an F1 strategist whose memory is a graph
How I built a multi-agent race-strategy assistant on FalkorDB in four days for Graph Hacks, and what the graph made easy (and hard). Ask a Formula 1…
BlastShield AI: an evidence-first incident commander built on FalkorDB
The safest cloud response starts with a path, not a prompt BlastShield AI: an evidence-first incident commander built on FalkorDB When a cloud incid…