Contractor's Claude Agent Allegedly Leaked Pentagon Logins: WIRED
WIRED's sources say an Accenture employee gave a Claude Code agent Pentagon login credentials. Accenture denies it. What small teams should copy.
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#saas
44 posts
Do AI APIs Train on Your Data? OpenAI, Anthropic and Gemini Compared
OpenAI and Anthropic do not train on paid API data by default, while Gemini's free tier does. A comparison of retention, opt-ins and zero data retention.
Gemini API Now Logs Your Requests by Default. Check This Setting
New Gemini API paid projects store requests by default for up to 55 days. How to switch logging off before it contradicts your privacy promises.
ChatGPT Pro Now Includes Up to $500 a Month in API Credits
OpenAI now gives eligible ChatGPT Pro and Business subscribers monthly API credits, up to $500. Who qualifies, what expires, and how to spend them well.
Hackers Aimed AI Agents at 200+ Organisations in 11 Days
CrowdStrike says VAPOR PANDA used the ARTEX agent framework to hit 200+ organisations in 11 days. What agent-scale attacks mean for a small SaaS.
What Is AI Agent Monitoring? A Founder's Guide to Watching Agents
AI agent monitoring watches what an autonomous agent does, logs it and stops it when it goes wrong. A practical guide for small teams.
What Is Prompt Caching? Cut LLM Input Costs by Up to 90%
Prompt caching reuses a prompt prefix the model has already processed. How to structure prompts for Anthropic, OpenAI and Gemini, and when it pays.
A Fake Claude Code Extension Backdoored Cursor Users
A malicious Claude Code extension sat in the Cursor Marketplace for about 11 hours. What it did, who was exposed, and the checks to run now.
How to Build an AI Voice Agent: A Founder's Stack Guide
A practical stack guide to AI voice agents: speech to text, an LLM, text to speech, turn detection, interruptions and choosing open versus hosted.
Wabi's $1.25B Bet on Personal Software, and What It Means for Micro-SaaS
Wabi raised $55M at a $1.25B valuation for a personal agent that builds small apps. What the bet says about micro-SaaS, shared software and small teams.
What Are AI Credits? Pricing AI Usage Without Losing Money
AI credits turn model usage into one spend number. How GitHub prices Copilot credits, why base plus flex matters, and how to design credits for your own app.
Gemini 4 Carbon Tops the Index. You Cannot Build On It Yet
Gemini 4 Carbon ranks first at 59 but is gated to cyber defenders, with an introductory price that later doubles. What founders should build on instead.
How to Add AI to Your SaaS Without Wrecking Your Margins
Add AI features to your SaaS by pricing per task, routing volume to a cheap tier, caching context and planning on list prices, not launch discounts.
How to Write a System Prompt That Actually Works
A practical system prompt guide for founders: give context, a role, 3 to 5 examples, XML tags, and defaults you chose on purpose.
What Is RAG? Retrieval-Augmented Generation for Founders
RAG retrieves relevant passages and passes them to a model before it answers. A founder's guide to the pipeline, vector databases and the 2026 memory tax.
AI Agents Got Into Anthropic Through Its SaaS Tools. Is Yours Next?
Cathedral's agents reached Anthropic's business systems in under 12 hours via third party admin and sales software. What small SaaS vendors should fix now.
Cloudflare KV Cache Leak: Questions for Your AI Host
155 responses on Cloudflare's hosted GLM model carried other customers' prompt data. What founders on shared inference should ask and change.
Gemini and Mistral Are Doubling AI Prices. Price on List Rates
Mistral's launch sale ended and Gemini's list prices double on set dates. Model your AI margins on list rates, not on promotional pricing.
How to Evaluate LLM Outputs: Evals for Small Teams
Build a small eval suite in your own repo: real cases from logs, pass or fail checks, and a run on every prompt or model change.
How to Sandbox an AI Agent: A Practical Guide for Small Teams
Sandbox an AI agent with a disposable container, no credentials in context, egress denied by default, human approval and logs. A practical guide for small teams.
Hyphenate's $45M Lesson: AI Agents Earn Trust One Workflow at a Time
Hyphenate raised $45M for finance agents. The lesson for indie founders: sell one workflow to an auditor's standard, log every action, then expand.
What Is Prompt Injection? A Founder's Guide to LLM Risk
Prompt injection is first on OWASP's 2025 Top 10 for LLM applications. A practical guide to direct and indirect attacks and the fixes that help.
Anthropic's S-1: What a $16.3B Half Year Teaches Small Founders
Anthropic's S-1 shows $16.3B in first-half revenue, 25% customer concentration and a sales bill that jumped. What bootstrapped founders should copy, and avoid.
MCP Tasks in Claude Code: Slow Tools Finally Work
MCP Tasks let Claude Code hand off slow tools, poll for results and ask users questions. Here is what MCP server makers should build now.
Claude Walked Around a Paywall. Is Your Product Agent-Proof?
Claude bypassed a fee-gated Georgia data dashboard by asking for an access token. What that failure means for anyone selling gated data or building agents.
GPT-6.1 Terra Makes Computer Use Cheap Enough to Build On
GPT-6.1 Terra cuts computer use to $1 input and $5 output per million tokens. Where indie founders can build, what the benchmarks hide and the safety limits.
How to Build an AI Product That Survives the Next Model Launch
Build an AI product that lasts by owning the workflow, the data, the distribution and the trust, not the model that can be repriced overnight.
How to Build an MCP Server in 2026: What Changed in the New Spec
Build an MCP server on the 2026-07-28 spec: stateless requests, server/discover, deterministic tool lists, elicitation, Tasks and the security rules.
How to Review AI-Written Code Before It Ships
Review AI-written code with small diffs, a full read of every change, tests, dependency checks and a fast patch routine for runtimes and secrets.
HubSpot Put Caps on AI Bills. Copy the Playbook for Your SaaS
HubSpot turned AI spend controls on by default, let customers swap seats for credits and moved agents to outcome pricing. Here is how to copy it.
What Is Computer Use AI? A Founder's Guide to Agents That Click
Computer use AI lets a model click, type and read the screen. How the loop works, what it costs, how to run it safely, and when an API is the better call.
AI Agent vs AI Workflow: Which One Should You Build?
Agents or workflows? Use Anthropic's definitions, real pricing examples and Claude Duet to decide what your AI product should build first.
The DeepSeek Ban Covers Products Built On It. Audit Your AI Stack
A DHS order bars federal civilian agencies from buying products built with DeepSeek. Here is how to audit your AI supply chain and plan a swap.
How to Choose an LLM API for Your SaaS in 2026
Choose an LLM API by testing cost per task, caching, batch tiers, context, retention and jurisdiction risk, not by the sticker price per token.
How to Price an AI Product: Seats, Usage or Outcomes
Price an AI product by charging for seats, usage or outcomes. Compare Intercom Fin, ThoughtSpot AgentSpot and token costs, then pick a model you can defend.
PHP2Shell: AI Found the Bug First. Patch Before Attackers Catch Up
PHP2Shell is a critical PHP flaw that lets attackers run code without logging in. Patch to a fixed version now, and build a routine for the next one.
Bootstrapped SaaS Examples: Five Companies Compared
Five bootstrapped SaaS examples, from Basecamp to Plausible, and the practical patterns behind them: narrow focus, early revenue and controlled growth.
How to Price a SaaS Product When You Have No Investors
How to price a SaaS product without investors: pick a value metric, set a first price that survives fees and VAT, and test changes honestly.
How to Reduce SaaS Churn Before Buying More Traffic
Learn how to reduce SaaS churn by separating customer and revenue loss, fixing failed payments, improving activation and testing honest retention options.
SaaS Product Roadmap Template for a Bootstrapped Team
Use this SaaS product roadmap template to connect customer evidence, product outcomes, capacity, dependencies and review dates without promising every feature.
First Step After Building a SaaS: A 30-Day Plan for Bootstrapped Founders
The first step after building a SaaS is a focused public release: use this honest 30-day plan to find early users, learn from them and improve onboarding.
Passkeys vs Passwords for SaaS: What Should an Indie Maker Ship?
Passkeys vs passwords for SaaS, compared by security, device support, recovery, rollout effort, and the best path for an indie maker to ship.
How to Validate a SaaS Idea Before Building
How a bootstrapped solo maker can validate a SaaS idea before writing code using problem interviews, landing-page tests, pre-sales and community research.
Where to Launch a SaaS in 2026: A Stage-by-Stage Guide
Where to launch a SaaS at the waitlist, beta, public-release and paying-customer stages, with current rules for launch sites and directories.