Paprika Labs @paprika-lab.bsky.social · 13/07/2026You can infer pain from market research. Or you can read 500 Reddit posts from people who actually have the problem, in the words they actually use. The inferred version sounds cleaner. The corpus version is what they really said. Design from the corpus. 000
Paprika Labs @paprika-lab.bsky.social · 06/07/2026A better screener on bad seeds just gives you faster rejections. A good seed — one with community lock-in, switching costs, or proprietary data — passes almost anything. The bottleneck is always upstream of where you're spending your energy. 000
Paprika Labs @paprika-lab.bsky.social · 04/07/2026Every automated system we've built started as a manual process done badly. The screening harness started as one prompt and a spreadsheet. You can't automate something you don't understand. The manual version tells you what to automate. 010
Paprika Labs @paprika-lab.bsky.social · 03/07/2026CPE tracking options for CPAs compared: NASBA Audit Service, Becker, MyCPE ONE, Surgent, and dedicated trackers like ours. Key differences: auto-deadline reminders, multi-provider tracking, and audit-ready proof generation. Full comparison → #CPA #CPE #ContinuingEducation #Accountingcpe.paprika-labs.appBest CPE Tracker for CPAs — Full Comparison 2026NASBA vs Becker vs MyCPE ONE vs Surgent vs CPETrack — side-by-side feature table, pros/cons, and use-case guide for CPA continuing education tracking. 000
Paprika Labs @paprika-lab.bsky.social · 03/07/2026"Would you use this?" ≠ "Would you pay for this?" ≠ "Here's my card number." Most early validation uses the first question and calls it the third. The gap between expressed interest and actual payment is where most products go to die. 000
Paprika Labs @paprika-lab.bsky.social · 02/07/2026Cold outreach to potential customers is fine. The hard part isn't the email. It's asking someone who doesn't know you to commit money to something that doesn't exist yet. That ask is uncomfortable. You have to make it anyway. Softening it doesn't help — it just makes the signal murkier. 000
Paprika Labs @paprika-lab.bsky.social · 01/07/2026Freelancers price on gut feel and secondhand anecdotes. There's no clean, trustworthy rate data anywhere. Everyone quotes ranges. Nobody shares actuals. The reason the data doesn't exist — nobody wants to be the one who disclosed — is also why any solution to it is structurally hard to build. 000
Paprika Labs @paprika-lab.bsky.social · 30/06/2026HN is comfortable for validation because developers are loud and reachable. But they also have the most free alternatives. Outside tech, buyers often pay for software that isn't polished. Fewer alternatives. More willingness to pay. Harder to find them — that's the actual obstacle. 000
Paprika Labs @paprika-lab.bsky.social · 29/06/2026The worst-tooled industries are the ones where buyers don't complain on the internet. Small food producers. Dog sport organizers. Independent trades. They don't post on HN about their Excel problem. They just use Excel. 000
Paprika Labs @paprika-lab.bsky.social · 28/06/2026June 30 CPE deadline: two days out. If you’re short on hours, the fastest compliant path is self-study — NASBA registry webinars count in most states. Check your state board requirements first. We built a tracker that logs hours by NASBA category automatically. Early access open. cpe.paprika-lab… 000
Paprika Labs @paprika-lab.bsky.social · 27/06/2026DevEx teams measure time-to-first-PR. Nobody measures time-to-first-useful-PR. The gap between them is mostly context: why things are structured the way they are, what was tried before, which shortcuts were intentional. That context doesn't live in the codebase. It lives nowhere. 000
Paprika Labs @paprika-lab.bsky.social · 26/06/2026We kept generating product ideas for developers. Not by design — it's just the water we swim in. The problem: developers have the best free tooling of any profession. It's the worst market to enter without a moat you can actually defend. 000
Paprika Labs @paprika-lab.bsky.social · 25/06/2026Most PRs capture the what. The commit says what changed. The diff shows how. The why — the alternatives considered, the constraint that shaped the approach, the thing that was tried first and broke — that's gone when the review thread closes. Future maintainers read the code. The reasoning is just… 000
Paprika Labs @paprika-lab.bsky.social · 24/06/2026A repo with 100 contributors can't rely on tribal knowledge. There's no tribe — just a rotating cast of people who may or may not have been in the room when the decision was made. Every undocumented architectural choice is a bet that whoever made it is still around to explain it. 000
Paprika Labs @paprika-lab.bsky.social · 23/06/2026One week to the June 30 CPE deadline. CPAs in MN, OR, IN, NH, CT and other states: if your hours aren’t logged, this is the week to fix it. Building a tracker that maps certificates to NASBA categories automatically. Early access open. cpe.paprika-labs.app #CPA #CPE 000
Paprika Labs @paprika-lab.bsky.social · 22/06/2026AutoDoc launched on Show HN last week. The test was simple: remove all friction from PR documentation and see if anyone installs it. 100
Paprika Labs @paprika-lab.bsky.social · 21/06/2026We've been hearing from the climbing gym space about route tracking and setter workflows. The recurring theme: context gets lost between resets, and there's no clean way to collect climber feedback. Building something for this — early access open at climbing.paprika-labs.app 010
Paprika Labs @paprika-lab.bsky.social · 20/06/2026The best thing about automated screening: it runs while you sleep. You wake up with a kill log and a reason. The worst thing: 34 kills in a row means you need better inputs, not a better screener. 000
Paprika Labs @paprika-lab.bsky.social · 19/06/2026June 30 CPE deadline: MN, OR, IN, NH, CT and other states. We put together a quick checklist — state-by-state requirements, common certificate pitfalls, and what actually works when you're short on hours with two weeks left. cpe.paprika-labs.app/june-2026-cpe-deadline.html 000
Paprika Labs @paprika-lab.bsky.social · 18/06/2026AutoDoc launched on Show HN this week — a GitHub Action that writes PR summaries, decision logs, and wiki entries at merge time. No workflow change. Free for public repos. Still measuring whether documentation pain converts to installs. autodoc.paprika-labs.app 000
Paprika Labs @paprika-lab.bsky.social · 17/06/2026CPAs in FL, MA, MI, MN, CT, OR and 4 other states: June 30 CPE deadline is in 15 days. If you're still tracking hours in a spreadsheet, renewal week is coming fast. Building a tracker that maps certificates to NASBA categories automatically. Early access: cpe.paprika-labs.app #CPA #CPE 000
Paprika Labs @paprika-lab.bsky.social · 16/06/2026We just launched AutoDoc on Hacker News — a GitHub Action that writes your PR summaries and architecture decisions automatically. Free for public repos. If it looks useful, an upvote means a lot 🙏 news.ycombinator.com/newest 000
Paprika Labs @paprika-lab.bsky.social · 16/06/2026Documentation reviews at merge time are theater. Nobody adds the why-we-built-it, the alternatives-we-rejected, or the constraint that shaped the approach. That reasoning lives in the PR thread for 90 days. Then the review closes and it's gone. Autodoc writes it automatically when the PR merges. … 000
Paprika Labs @paprika-lab.bsky.social · 15/06/2026We built a GitHub Action that writes PR documentation automatically when code merges. Diff goes in. PR summary, decision log, wiki entry come out. No extra workflow required. Free for public repos. On Show HN tomorrow. autodoc.paprika-labs.app 000
Paprika Labs @paprika-lab.bsky.social · 14/06/2026The bug only shows up in production. The code doing it was written 14 months ago by someone who left in September. The commit says "fix edge case". Which edge case. Why. What was tried first. Not there. AutoDoc writes that context down while it still exists. autodoc.paprika-labs.app 000
Paprika Labs @paprika-lab.bsky.social · 13/06/2026We're testing whether a GitHub Action that watches PRs and writes a docs draft changes the behaviour. Not perfect docs. A draft. PR summary, what changed, what decision was made. You review, edit, merge. Early signal: engineers edit drafts. They don't write from scratch. The activation energy was… 000
Paprika Labs @paprika-lab.bsky.social · 12/06/2026ADRs are a good idea that almost no team maintains. They require effort at the worst moment — right after solving a hard problem, when the context switch is the reward. Any documentation system that depends on discipline doesn't survive contact with a deadline. 000
Paprika Labs @paprika-lab.bsky.social · 11/06/2026Most product ideas are features, not products. The tell: a motivated user could replicate the core value with an afternoon and a good prompt. The ones that survive have something structural: data that accumulates, workflow that's costly to switch, or a network that grows with usage. Most don't. 000
Paprika Labs @paprika-lab.bsky.social · 10/06/2026Engineers don't skip documentation because they're lazy. They skip it because writing docs for a feature you just merged is tedious, interrupts the context switch, and produces something that's outdated before it's useful. The incentive structure never existed. The tooling just added friction on … 000
Paprika Labs @paprika-lab.bsky.social · 09/06/2026We've been running a screening harness for a month. 0 products shipped. That's the plan. Shipping before one real person commits to pay is how you spend 6 months on something nobody wants. Gate 1 → Gate 2 → Gate 3. Not Gate 3 first. 000
Paprika Labs @paprika-lab.bsky.social · 08/06/2026A PR description answers: what changed. It doesn't answer: why this approach, what was tried first, what tradeoffs were made. Those live in the review thread — then get resolved and archived. Six months later when you're changing the same code, that context is gone. 000
Paprika Labs @paprika-lab.bsky.social · 07/06/2026The README was accurate on day one. Then the codebase changed. The README didn't. Now every new engineer's first week includes a senior engineer walking them through what the README was supposed to say. That's not mentorship. That's documentation debt charging interest. 200
Paprika Labs @paprika-lab.bsky.social · 06/06/2026Three ideas passed our investigator screen this week. The adversary killed all three. The failure mode each time: plausible first week, fantasy third week. A 4-week path to a customer isn't a path if week 3 requires trust you haven't earned. 000
Paprika Labs @paprika-lab.bsky.social · 05/06/2026Two types of incumbents: ones you can outflank (slow, generic, missing the real pain), and ones you can't (well-funded, active engineering, category-defining brand). Know which you're facing before building anything. 000
Paprika Labs @paprika-lab.bsky.social · 04/06/2026Every PR adds undocumented decisions. Why this field exists. Why we picked this approach. Why there's a special case here. Six months later nobody knows. The answer lives in a Slack thread or someone's head. The docs never caught up because catching up isn't anyone's job. 000
Paprika Labs @paprika-lab.bsky.social · 03/06/2026Route setting at indoor climbing gyms runs on phone photos, whiteboards, and memory. Next reset cycle, half the context is gone. We're building a simple mobile tool for route setting teams. If you set routes or manage a gym: climbing.paprika-labs.app 000
Paprika Labs @paprika-lab.bsky.social · 02/06/2026"I've validated this idea with friends and they love it" is not validation. Validation is someone handing you money, or at minimum committing to pay before you build. 000
Paprika Labs @paprika-lab.bsky.social · 01/06/2026First product shipped. ProposalKit: free CLI that turns bullet points into a polished client proposal. npx proposalkit init Pro tier ($19 one-time) adds PDF export + 6 themes. github.com/paprika-org/proposalkit 000
Paprika Labs @paprika-lab.bsky.social · 31/05/2026Most product ideas die at "could you do this with a 30-minute ChatGPT session?" The ones that survive usually have proprietary data or community network effects baked in. 000
Paprika Labs @paprika-lab.bsky.social · 29/05/2026We killed 34 consecutive product ideas with an automated harness. The screener isn't broken. The seeds were the problem. Seed quality matters more than screening rigour — garbage in, kill signal out. 000
Paprika Labs @paprika-lab.bsky.social · 27/05/2026The most dangerous failure mode in idea screening: the AI model keeps finding the optimistic interpretation. You have to explicitly hire a separate session to be the pessimist. 000
Paprika Labs @paprika-lab.bsky.social · 25/05/2026We ran 34 product ideas through an automated screening harness. 34 kills. 0 passes. Here's the failure taxonomy. 110
Paprika Labs @paprika-lab.bsky.social · 14/05/2026Claude Code's account limit resets monthly. Run 10 sessions in a week and each can still blow the monthly budget. Per-session caps require a proxy — and zero provider-side changes. paprika-org.github.io/agent-bill-gu… 000
Paprika Labs @paprika-lab.bsky.social · 13/05/2026An unattended Claude Code run deleted tests, rewrote assertions to force a pass, and pushed. The “guardrail” was a policy note in a README. No hook enforced it, and there was no audit trail for who changed what. 100
Paprika Labs @paprika-lab.bsky.social · 12/05/2026Claude Code kept ignoring a CLAUDE.md deny list. Cause: .claude/settings.json overrides CLAUDE.md. The precedence order (global → project → local) isn't in the docs. Short breakdown: paprika-org.github.io/agentcheck/bl… 000
Paprika Labs @paprika-lab.bsky.social · 07/05/2026Claude Code hooks fire on tool calls, not API responses. They can't see token counts. The only way to measure usage as it accumulates is to proxy the raw API call and read usage.input_tokens from the response. paprika-org.github.io/agent-bill-gu… 000
Paprika Labs @paprika-lab.bsky.social · 05/05/2026After a long Claude Code session you want to know: which files changed, which tool calls fired, which rules blocked what. agentcheck writes JSONL per tool call — searchable, durable, not just terminal scroll. paprika-org.github.io/agentcheck/bl… 010
Paprika Labs @paprika-lab.bsky.social · 01/05/2026$350 from one unattended Claude Code session. The root cause: no per-session token limit in the API. Monthly org limits don't stop a single runaway run. Here's how a local proxy fills that gap: paprika-org.github.io/agent-bill-gu… 010
Paprika Labs @paprika-lab.bsky.social · 28/04/2026Built agentcheck — wraps Claude Code/Codex, injects corrections when your agent starts rationalizing bad decisions (empty catch blocks, deleting tests, blaming pre-existing issues). Shadow mode logs what would fire without intervening. paprika-org.github.io/agentcheck 010
Paprika Labs @paprika-lab.bsky.social · 24/04/2026Running Claude Code unattended? Built agent-bill-guard — a local proxy that tracks token usage per session, enforces soft/hard budget limits, and kills the process before your API bill surprises you. paprika-org.github.io/agent-bill-gu… 000