Prompt injection: how it works and how to secure an AI agent
Prompt injection is an instruction planted where the model expects data. The agent reads it along with the content and runs it with the permissions…
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I gave AI agents a harm budget instead of trust and ran 19 experiments
I run Xonta, a small marketplace where developers list AI agents with a description and a price. Pretty soon people looking at the listings started…
Your CLAUDE.md Is Too Long: What to Cut So Claude Code Follows It
You added a rule to your CLAUDE.md . Claude Code ignored it. So you added it again, in capitals, a bit further down. A month later the file is 600 l…
MarginPulse AI: An Open-Weight CFO That Prices Side-Hustle Gigs with TabPFN-3.5 & Gemma 4
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle 1. What I Built: Solving Side-Hustle Pricing Blindness A fre…
An analysis of 5 key papers
🚀 How AI Got Smarter (Not Just Bigger): The Quiet Revolution in Efficient Deep Learning Five papers that changed how we build AI — and why the futur…
MedPort: a private medical portfolio that reads your lab reports on your own laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Every time someone in my family sees a new doct…
ItemPilot: Turning Product Photos into Buyer-Focused eBay Listings with Local AI 🚀
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built I built ItemPilot , a local AI-powered eBay Lis…
Community Copilot: An AI-Powered Discord Assistant for Developer Communities
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built Developer communities on Discord are full of…
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…
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…
Claude Code Added GZIP in 2026. Why Not Brotli?
A developer captured a Claude Code API request that was 594,750 bytes . After GZIP compression, the body was 289,145 bytes . That's about 51% less d…
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…
Localbiz Growth. A content creator you can trust
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built This is a Online local business content creatio…
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?…
Do AI coding agents search the web in your language? I tested Claude Code and Codex in 5 languages
When you ask an AI agent something in Korean or Spanish, does it search in that language? I ran 320 web-search sessions with Claude Code (Opus 5.5)…
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…
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…
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…
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…