iiinova — where your digital self keeps evolving

Paul Crinigan @paul-crinigan.bsky.social · 05/10/2026

A 4 bit 8B model needs about 5 to 6 GB of memory. That fits most laptops sold in the last three years. Install Ollama, run one command, and you are chatting with it offline. No account, no API key. www.autolearningagents.com/run-ai-local... #LocalAI

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Paul Crinigan @paul-crinigan.bsky.social · 05/10/2026

Most AI hallucinations are not random. They are the most likely answer for a generic user, handed to a specific one. The fix: before every call, retrieve what the system has verified about this user or project, ranked by confidence. www.adaptiverecall.com/ai-hallucina... #LLM

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Paul Crinigan @paul-crinigan.bsky.social · 05/10/2026

A $100,000 dropshipping month usually ends up near $20,000 in profit. About $40k goes to ads, $35k to product cost, $3k to apps and fees, $2k to refunds. A solid business at a 20% margin, not the 80% the screenshots imply. www.afcommerce.com/dropshipping/ #Dropshipping

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Paul Crinigan @paul-crinigan.bsky.social · 05/10/2026

Most AI support bots fail at the handoff, not the answers. Let the bot take order status, FAQs and policy questions. Billing, complaints and anything sensitive go to a person with the full chat, email and SMS history. www.aiappsapi.com/articles/aic... #CustomerService

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Paul Crinigan @paul-crinigan.bsky.social · 04/10/2026

Pick the task before you pick the AI agent. Fastest payback: sales lead qualification (about 3.4 months) and support (about 4.2). Slowest: low volume work, 10 runs a month never covers the build. Use cases by industry, with ROI: www.autolearningagents.com/ai-agent-use... #AIagents

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Paul Crinigan @paul-crinigan.bsky.social · 04/10/2026

Your average response time hides your slowest users. A few 10 second requests vanish inside thousands of fast ones. Set targets on p95 and p99, load test at normal traffic, stress test until it breaks. Free performance testing guide: www.webbrowserbot.com/performance-... #webdev

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Paul Crinigan @paul-crinigan.bsky.social · 04/10/2026

Pick your genre before you write a line of code. A genre is a finish line. Tower defense means a path, enemy waves, towers, an economy and a lose state, so you know what done looks like on day one. Each web game genre, ranked by difficulty: www.abratabia.com/game-genres/ #gamedev

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Paul Crinigan @paul-crinigan.bsky.social · 04/10/2026

Sending email is easy. Landing in the inbox is the hard part. SPF, DKIM and DMARC, a warmed domain and paced sends decide where it lands. Email Campaign Engine is free open source software that paces sends and suppresses bounces: www.aiappsapi.com/apps/emailbr... #email

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Paul Crinigan @paul-crinigan.bsky.social · 03/10/2026

Most AI agents forget everything the moment a run ends. Auto Learning Agents stores every turn, keeps a typed memory bank its agents check before acting, and retrains on outcomes twice a day. Free and open source. www.autolearningagents.com/features/ #AIagents #opensource

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Paul Crinigan @paul-crinigan.bsky.social · 03/10/2026

Your unit tests pass. Your E2E tests pass. The checkout button still slid below the fold on mobile. Visual testing catches what functional tests can't see: screenshot the page, compare it to an approved baseline, review the diff. www.webbrowserbot.com/visual-testi... #testing #webdev

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Paul Crinigan @paul-crinigan.bsky.social · 03/10/2026

A $25 Amazon FBA product keeps about $8 a unit after the supplier, inbound shipping, the 15% referral fee, fulfillment and ads. Returns and tools take that to roughly 20 to 28% net. Run the math before ordering 500 units: www.afcommerce.com/amazon-fba/ #AmazonFBA #ecommerce

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Paul Crinigan @paul-crinigan.bsky.social · 03/10/2026

Most API automations break the same quiet way: the field you needed came back nested somewhere else, and the flow kept going with an empty value. Capture it into a variable, check it is not empty, fail loudly if it is. www.aiappsapi.com/Workflow-Cha... #automation #opensource

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Paul Crinigan @paul-crinigan.bsky.social · 02/10/2026

Logging only the final answer is why agent bugs feel impossible to reproduce. Log every LLM call and tool call as its own event, with a session id and a step number, and a failed run becomes a story you can read. www.autolearningagents.com/ai-agent-obs... #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 02/10/2026

AI browser agents now finish 85 to 89 percent of benchmark tasks. That still leaves about 1 in 8 failing, and a step a script does in 2 seconds can take an agent 30. Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a... #AIAgents #WebAutomation

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Paul Crinigan @paul-crinigan.bsky.social · 02/10/2026

Real remote employers never charge you to start. A paid starter kit, paid training, or a check you deposit and forward on are the classic scam tells. Remote job categories, realistic pay and how to vet a listing: www.afcommerce.com/work-from-ho... #RemoteWork #WorkFromHome

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Paul Crinigan @paul-crinigan.bsky.social · 02/10/2026

Why did the model predict that? On most ML setups nobody can say. Keep the training data as a visible table and rebuild every model from it, and the answer becomes a lookup. Free self hosted ML API: www.aiappsapi.com/ML-Predictio... #MachineLearning #OpenSource

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Paul Crinigan @paul-crinigan.bsky.social · 01/10/2026

Removing a stranger from a photo used to mean 20 minutes with a clone stamp. Now it is one brush stroke, and it still slips on brick, fences and leaves. Which AI photo editors fit pro, free and phone editing: www.aitools9.com/ai-photo-edi... #photography #AItools

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Paul Crinigan @paul-crinigan.bsky.social · 01/10/2026

The most common API vulnerability is also one of the easiest to test. Log in as user A and note the IDs. Log in as user B and request them. If B can read A's data, that is BOLA, number one on the OWASP API list. www.webbrowserbot.com/api-testing/ #APITesting

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Paul Crinigan @paul-crinigan.bsky.social · 01/10/2026

The best time to sell API credits is the moment an agent runs out of them. The free ACP Payments Module adds catalog search, a cart and Stripe checkout to your MCP server, so the top up happens right in the chat. www.afcommerce.com/free-acp-pay... #MCP

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Paul Crinigan @paul-crinigan.bsky.social · 01/10/2026

Most first SMS campaigns that look like a delivery disaster are really a paperwork problem. US carriers throttle or drop unregistered 10DLC traffic. Free open source SMS broadcast software, and how business texting works: www.aiappsapi.com/apps/smsbroa... #SMS #OpenSource

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Paul Crinigan @paul-crinigan.bsky.social · 30/09/2026

Grammar checkers catch about 99% of misspellings but only 75 to 85% of comma mistakes, because commas depend on what you meant. Which tools lead, and which one fits your kind of writing: www.aitools9.com/ai-grammar-c... #writing #AItools

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Paul Crinigan @paul-crinigan.bsky.social · 30/09/2026

Your site can return 200 OK and still be broken: a blank page, an error template, stale cache. A keyword check, probes from 3 regions and alerts only when 2 fail catch it without the noise. Guide: www.webbrowserbot.com/website-moni... #WebDev #DevOps

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Paul Crinigan @paul-crinigan.bsky.social · 30/09/2026

Selling online does not take you out of the liability chain. Any seller of a defective product can be named in the suit, and Amazon wants $1M general liability once you pass $10k in a month. What online sellers need and what it costs: www.afcommerce.com/business-ins... #ecommerce

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Paul Crinigan @paul-crinigan.bsky.social · 30/09/2026

Most AI coding help stops at the code. The slow part is everything after it. Reviews skip edge cases, READMEs age, and docs drift a little with every renamed parameter. Guides on coding agents, code quality and docs that stay in sync: www.aiappsapi.com/ai-developme... #AI #DevTools

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Paul Crinigan @paul-crinigan.bsky.social · 29/09/2026

Your agent sent the email, then crashed before it wrote down that it sent it. On restart it sends it again. Retries do not fix that. Idempotent steps and a checkpoint after each one do. www.autolearningagents.com/fault-tolera... #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 29/09/2026

Chrome and Edge run on Blink, Firefox on Gecko, Safari on WebKit. Same CSS, three readings, so "works in my browser" proves very little. Test the browser and OS pairs covering 90% of your real traffic, check the rest before big releases. www.webbrowserbot.com/browser-test... #testing

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Paul Crinigan @paul-crinigan.bsky.social · 29/09/2026

Most small business grants fund just 5 to 25 percent of applications. The owners who win usually send ten strong applications a year instead of one hopeful one. Where the real programs are, and how to spot the scams: www.afcommerce.com/business-gra... #SmallBusiness #Grants

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Paul Crinigan @paul-crinigan.bsky.social · 29/09/2026

Most small teams answer the same 20 questions every week. A chatbot trained on your FAQs and policies can take 40 to 70 percent of them before anyone has to stop what they are doing. Free guides on where AI pays off in a business: www.aiappsapi.com/articles/ #AI #SmallBusiness

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Paul Crinigan @paul-crinigan.bsky.social · 28/09/2026

Your agent passed every test Monday. Same prompts Tuesday, three failed. Nothing changed. Agents take a different path each run, so grade the trace, run 50+ cases per task, and report cost next to accuracy. www.autolearningagents.com/ai-agent-eva... #AIAgents #LLMOps

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Paul Crinigan @paul-crinigan.bsky.social · 28/09/2026

Before you launch Puppeteer on a "dynamic" page, open DevTools, go to the Network tab, filter Fetch/XHR and reload. Often the data comes from a JSON endpoint you can call with plain fetch. No browser, no HTML parsing. www.webbrowserbot.com/web-scraping... #webscraping

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Paul Crinigan @paul-crinigan.bsky.social · 28/09/2026

Apple and Google take 15 to 30 percent of every sale in their stores. A mobile browser takes nothing. WebGL runs on every modern phone, WebGPU now ships in Safari and Chrome, and one codebase covers iOS, Android and desktop. www.abratabia.com/mobile-web-g... #GameDev #WebGames

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Paul Crinigan @paul-crinigan.bsky.social · 28/09/2026

A reminder 24 hours before every appointment is the old playbook. AI scheduling learns when each customer actually replies, picks text or email, and flags bookings likely to cancel so the waitlist fills the slot in minutes. www.aiappsapi.com/articles/ais... #AI #SmallBusiness

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Paul Crinigan @paul-crinigan.bsky.social · 27/09/2026

When a chatbot is wrong you get a bad paragraph. When an agent is wrong you get a sent email. Agentic AI is the loop around the model, not a smarter model. Start narrow, log every decision, cap the spend. www.autolearningagents.com/agentic-ai/ #AgenticAI

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Paul Crinigan @paul-crinigan.bsky.social · 27/09/2026

Most people who need web data are not developers, and they no longer have to wait for one. No code scrapers turn clicks into selectors, follow pagination and export straight to a spreadsheet. Where they fit and where they break: www.webbrowserbot.com/no-code-web-... #WebScraping

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Paul Crinigan @paul-crinigan.bsky.social · 27/09/2026

A product page ranks for one keyword, its own product name. Buying guides and comparisons can rank for hundreds of searches people make before they are ready to buy. How online stores turn content into steady traffic: www.afcommerce.com/content-mark... #ContentMarketing

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Paul Crinigan @paul-crinigan.bsky.social · 27/09/2026

Most email that lands in spam is not a writing problem. It is missing SPF, DKIM and DMARC, a cold sending domain, or a list that keeps mailing dead addresses. Free open source broadcast software that handles the list side: www.aiappsapi.com/apps/emailbr... #OpenSource

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Paul Crinigan @paul-crinigan.bsky.social · 26/09/2026

Autonomous doesn't mean unsupervised. Production agents run inside an action allowlist, stop at approval gates for anything irreversible, and earn more room one task type at a time. The five autonomy levels, explained: www.autolearningagents.com/autonomous-a... #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 26/09/2026

Most scraping projects pick the tool first and the problem second. APIs, no code tools, open source libraries, Chrome extensions, enterprise platforms and AI scrapers each fit a different job. The comparison: www.webbrowserbot.com/web-scraping... #WebScraping

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Paul Crinigan @paul-crinigan.bsky.social · 26/09/2026

Players forgive a mouth shape that is a little off. They never forgive a mouth that moves at the wrong moment. How talking game characters work, from 15 visemes to AI voices in Babylon.js and Three.js: www.abratabia.com/ai-talking-c... #gamedev

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Paul Crinigan @paul-crinigan.bsky.social · 26/09/2026

Most automations fail quietly. Workflow Chain Engine is a free, open source flow builder that runs as one PHP app with one SQLite file, and logs every step of every run with the real values. www.aiappsapi.com/Workflow-Cha... #automation #opensource

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Paul Crinigan @paul-crinigan.bsky.social · 25/09/2026

A code assistant suggests your next line. A coding agent takes the task, edits the files, runs the tests and fixes what fails. Your job moves from writing code to reviewing it, so review it like a new contractor's work. www.autolearningagents.com/ai-coding-ag... #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 25/09/2026

Most AI assistant failures are not model failures. They come from tool schemas with vague names, too many required fields, and cryptic error messages. Fix those and the same model starts getting calls right on the first try. www.adaptiverecall.com/ai-assistants/ #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 25/09/2026

Generalist freelancers compete on price. Specialists compete on expertise. "Freelance writer" is up against millions. "Writer for SaaS product docs" is up against a few thousand, and gets paid more for it. Pick the niche first: www.afcommerce.com/freelancing/ #Freelancing

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Paul Crinigan @paul-crinigan.bsky.social · 25/09/2026

Before picking a machine learning model, decide the shape of the answer: a label, a number, a group, or a normal or weird flag. Each shape has a simple starting model, and you upgrade only when real predictions ask for it. www.aiappsapi.com/ML-Predictio... #MachineLearning

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Paul Crinigan @paul-crinigan.bsky.social · 24/09/2026

Self hosting an AI agent platform takes four commands now. Clone the repo, copy .env, add a key (or none if you run models locally with Ollama), then docker compose up. Free and open source: www.autolearningagents.com/get-started/ #AIAgents #SelfHosted

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Paul Crinigan @paul-crinigan.bsky.social · 24/09/2026

A calendar widget that links to next month will feed a crawler new URLs forever. Session IDs and search filters do the same, and none of it throws an error. Cap depth and pages per host, and fingerprint content so repeats get dropped. www.webbrowserbot.com/web-crawling/ #WebCrawling

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Paul Crinigan @paul-crinigan.bsky.social · 24/09/2026

A chatbot is not a game master. Running a game for 10 players means secret setup per player, turn order, and rules applied every turn. AbraTabia AI Storyteller does that in one free PHP app and one SQLite file. www.abratabia.com/AbraTabia-AI... #gamedev

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Paul Crinigan @paul-crinigan.bsky.social · 24/09/2026

Every plate reader exports its own odd file format. labparse is a free Python package that turns them into one tidy table, and learns a new format once with your own AI model, checked against your real file. www.learnhowtoscience.com/ai-science-t... #Python

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Paul Crinigan @paul-crinigan.bsky.social · 23/09/2026

Agent memory is a retrieval problem, not a storage problem. Writing facts to a vector store is easy. Pulling back the three that matter for the task in front of you is the hard part. Full breakdown: www.autolearningagents.com/ai-agent-mem... #AIAgents

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Paul Crinigan @paul-crinigan.bsky.social · 23/09/2026

A manual test that takes 30 minutes costs 30 minutes on every run. The automated version takes maybe 40 hours to write, then runs in seconds and pays for itself after about 80 runs. Daily tests break even inside three months. www.webbrowserbot.com/qa-automation/

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