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…
VALGRAPH
Building VALOGRAPH: Real-Time Valorant Tactical Graph Intelligence & Persistent Agent Memory with FalkorDB and Groq Competitive gaming moves in…
The Overlooked Reason Your RAG Pipeline Keeps Returning Garbage
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
The Exact Stack I Use to Build Production AI Agents (No Fluff)
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
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?…
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…
Ledger: A Small-Business Finance Tracker with Groq-Hosted Open-Weight AI
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built Ledger is a small-business finance tracker an…
ARTF Explained: How a Live Bid Request Gets Patched Before the Auction
On 14 October 2026, Prebid previewed an auction model where ad servers bid into Prebid Server instead of the other way around ( AdExchanger ). More…
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…
Exponential backoff with jitter: 64 of 100 LLM calls still failed
Originally published at tensorust.com . TL;DR: I fired 100 LLM calls at once into a rate limiter that refills 10 requests a second, using the defaul…
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…
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…
Sent is not confirmed
A send tells you about your side. A read-back tells you about the other side. Most agent failures I have debugged this year live in the gap between…
Step Up! My phone told me I can't dance
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Step Up! is a web app that tells you whether yo…
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…
The seven most common x402 seller mistakes, and how to fix them
An x402 API asks for payment with an HTTP 402 Payment Required answer, and an AI agent pays it per call in stablecoins. That only works when the 402…
How Upload_Tracker.Py Stops Double-Posting When You Re-Run A Batch
I run my whole asset pipeline on a 1 vCPU, 2 GB RAM box with no GPU. A few months ago I had a batch of 40 sticker assets ready for Adobe Stock, Vect…
Dry-Run Your Asset Pipeline: Validate Covers, Zips And CSVs On A 2 GB Server
Last March I lost a full evening to a header row. I had 60 JPGs ready for Adobe Stock, generated the CSV, uploaded the batch, and every single file…
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…