AI Intelligence Archive
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Anthropic is about to be worth $2 trillion while earning 4.6x less revenue than 35 SaaS companies combined. I ran the numbers.
A chart went around r/SaaS this week and it stopped me cold. Two bars. On the left, market cap: 35 of...
Source: DEV Community · Claude
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Blender forbids Python threads. So my AI add-on talks to itself through two JSON files
The pivot I spent the last months building a local multi-agent CLI code generator - planner → coder →...
Source: DEV Community
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3 Ways to Save Money on Tokens for Your AI Agents
Three levers that cut agent token spend without cutting quality: cheaper retrieval handoffs, lifecycle-aware model placement, and content-based proxy routing.
Source: DEV Community
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Build without limits - SDLC Briefing, #2
Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...
Source: DEV Community
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LLM API Spending Limits: Why 20 Agents Under Budget Still Blow the Cap (with Python Fix)
Budget alerts report the overrun after the money is gone. Here's a pre-flight, atomic budget cap for OpenAI and Anthropic clients that you can copy and paste.
Source: DEV Community · OpenAI / Claude
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LLM Budget Caps That Hold Under Concurrency: Why 20 Agents "Under Budget" Still Blow the Bill
Each of your 20 agents checked the budget and passed, and together they still overspent. Here's a thread-safe pre-flight cap in Python, plus what alerts miss.
Source: DEV Community
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A Refusal Contract for Free Coding Agents
A free coding agent fails in a predictable direction: it says yes. Ask for a one-line fix and the...
Source: DEV Community
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I put a logging proxy in front of an LLM client: here's what it emitted
A viral rant says run your own LLM proxy; the HN thread asks how. Here is the runnable answer — one file, no API key — and the verbatim capture: the machine inventory your client volunteers, the retry your app never mentions, and the conve…
Source: DEV Community
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One Command per Kind of Task: Model and Effort Presets for Claude Code and Codex
chore, feature, deep: three model and effort presets for Claude Code and Codex, plus the two settings that quietly override them.
Source: DEV Community · Claude
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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....
Source: DEV Community
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Free AI for my Chrome extension's users, with no API key and no surprise bill
My tab extension now names tab groups with AI for everyone: Chrome's built-in model when there is one, otherwise a tiny shared Cloudflare Worker on a free tier that stops instead of billing me.
Source: DEV Community
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PriceCraft AI: The 20-Minute eBay Listing, Cut Down to One Click
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Last week in Agent Security Update 2: Zam-mad Max
This week I've been struggling with some kind of illness. My throat was dry and I couldn't breathe on...
Source: DEV Community
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Your Hindi support bot said "done". Did it cancel the right order?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Watch the...
Source: DEV Community
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SlipsLedger: Transforming Rental Payment Slips into Dispute-Proof Records with Gemma 4
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Your agent's retry bug isn't an AI problem. It's a distributed-systems problem with an LLM on top.
Most agent demos have a happy path: the model picks a tool, the tool returns 200, the agent moves on....
Source: DEV Community
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LeaseCheck: a lease reader that runs on your laptop, with rule updates you can verify
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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MarginPulse AI: An Open-Weight CFO That Prices Side-Hustle Gigs with TabPFN-3.5 & Gemma 4
MarginPulse AI is an open-weight autonomous CFO and calibrated quantile deal pricer powered by Prior Labs TabPFN-3.5 and Google Gemma.
Source: DEV Community
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AI Code Review: How to Test AI-Generated Code Before Production
AI can generate code in seconds. But can your team prove that code is safe to deploy? That's...
Source: DEV Community
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Voice Order Taker
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side...
Source: DEV Community
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HisabMate: A Local-First, AI-Assisted Digital Bahi-Khata for Indian Microbusinesses
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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226 Scenarios, 43 Detectors, 1 Clean Run: Building a Test Harness That Can't Lie
The detectors I didn't trust were the ones that stayed quiet. A rule that fires is easy to...
Source: DEV Community
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Gnosk — Know what your code knows
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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What If You Could Boost or Ban Specific Tokens in an LLM?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
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Ledger Lift: turning a shop's handwritten sales ledger into a CSV, fully offline
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Do Not prompt the Arch Intelligent ! ! !
Recently, I came across an interesting Oxford lecture by Professor Yuval Noah Harari, in which he...
Source: DEV Community
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HappyGF: I Built an AI Assistant to Make Sure Contractors Get Paid on Friday
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
Source: DEV Community
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Pricor: local AI reads the supplier spreadsheet, an exact engine does the math
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
Source: DEV Community
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I fine-tuned Qwen3.6 on Tinker to read my neighbours’ khata: 98% credit/payment accuracy for $0.38
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community · Qwen
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A biodata is the most private page a family prints. Parichay makes it on the phone, with Gemma
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle In...
Source: DEV Community
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PartsPaddock: a WhatsApp parts desk agent for RC clubs - P2P / B2C market connecting hobbyists
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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FirstStep: Coding Practice Tool That Never Gives You the Answer
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Duck Evac: a complete extraction-shooter game whose code and art are 100% open-weight generated
Hacktoberfest Open-Source AI Challenge — Week 2: Side Hustle submission* Duck Evac (鸭鸭大撤离) is a...
Source: DEV Community
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PaperToProfit: Turning Handwritten Dhaba Bills into Revenue & Profit Intelligence with Open-Source AI and TabPFN
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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SellCraft AI: a listing writer that runs on the seller's laptop, not my server
(alt: SellCraft AI — a fully local Etsy/eBay listing writer with Gemma 4 and Ollama) This is a...
Source: DEV Community · Ollama
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The Verification Trap: Why Generative AI Is Making Senior Engineers Slower (and How to Fix It)
The Verification Trap: Why Generative AI Is Making Senior Engineers Slower (and How to Fix...
Source: DEV Community
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I Got Tired of Explaining the Same Project to AI. So I Built a Shared Brain for AI Agents.
I Got Tired of Explaining the Same Project to AI. So I Built a Shared Brain for AI...
Source: DEV Community
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I Corrected My AI's Memory. It Cited the Original Mistake as Proof.
The correction went through. The claim now said the launch was in July. I asked the agent to re-check...
Source: DEV Community
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My AI Agent Leaked a Secret Across Two Sessions. Every Guard Said “Fine.”
How I used FalkorDB's algo.maxFlow to decide whether to block an AI agent's tool call or redact a...
Source: DEV Community
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LatePay — know which invoices will ghost you, before they do 💸
LatePay — know which invoices will ghost you, before they do 💸 DEV Hacktoberfest AI...
Source: DEV Community