Base44Messy spreadsheet of leads
Your whole team works one shared pipeline instead of a messy spreadsheet — with logins, so everyone sees the same live data.
FAQ, Tips & How-to
5321 short answers — 506 questions, 278 tips & tricks, 4537 how-tos. 3265 credit an outside source; the rest we wrote or are common patterns.
LovableNeed a billable subscription app fast
Skip weeks of boilerplate and get a billable product you can put in front of users this week.
v0Need a quick SaaS homepage with no design work
A launch-ready page you can publish to Vercel the same afternoon, no designer needed.
HermesNeed a daily digest of new PubMed papers
Zero-cost and fully local — abstracts and queries never leave the lab, and it gets more relevant the longer you use it.
n8nNeed a weekly list of fresh PubMed papers
The lab gets a curated 10-paper reading list in Slack before the weekly meeting — no manual search needed.
Stop getting noisy form alerts
The team is only interrupted for responses worth acting on, while every submission still lands in a searchable Airtable base — built entirely by connecting modules on a canvas.
Labeled Gmail attachments need to go into a spreadsheet
Incoming data files land in the spreadsheet automatically instead of requiring manual download and paste.
Manual Excel cleanup of plate‑reader data takes forever
A 45-minute manual Excel clean-up is replaced by a reproducible, one-click pipeline any lab member can run.
DifyNew lab members can’t locate SOPs quickly
New lab members find protocol answers in seconds instead of hunting through shared drives or asking a senior colleague.
Need a FastAPI summary endpoint for report statuses
The endpoint is live and tested within 20 minutes: five files change consistently, and the generated OpenAPI spec is correct on the first try because the agent already caught its own mistakes.
My cleaning script is a tangled monolith
The script becomes maintainable and reusable; a colleague adapts the ingest module for a new instrument within an hour.
Need complete type hints for a bioinformatics codebase
A 6 000-line bioinformatics package gains full type coverage using only infrastructure the lab already controls; mypy catches a silent integer-vs-float bug on the first run.
AiderController code is tangled with duplicate logic
The refactor is done in a single aider session with a clean git history — reviewable commit by commit — and no test regressions.
Huge monolithic React page blocks reuse
The page becomes composable and testable; two new features are added the same afternoon by reusing the extracted components.
Want to filter orders and mark many as shipped
Operations staff can filter and bulk-update orders directly in Django admin without a custom internal tool build.
One huge R script that’s hard to edit
Each stage can be developed and re-run independently; the figures module is reused in a second paper within the same week.
CopilotTyping all CRUD routes by hand
A full set of CRUD routes that would take 2–3 hours to type is done in 20 minutes with consistent style and no copy-paste errors.
OpenClawNever miss a new dataset release
You are the first to pull fresh data for your pipeline — no more daily manual checks or missed release windows.
PerplexityA starting map of the literature with real links, not a black-box summary.
▸How-to 
Claude Scientist +1
Claude Scientist +1A structured critique of a long document in minutes, holding the whole paper in context.
Need a quick summary of my CSV data and a ready‑to‑use chart
A quick description plus a draft visual, using Gemini's multimodal strengths.
ChatGPTScript crashes with an error
A working script and an explanation you can learn from — no install needed.
▸How-to 
Ollama HR / People +1
Ollama HR / People +1Need to strip personal data from HR or patient files before upload
Sensitive records are de-identified on the machine, satisfying data-governance requirements without involving a third-party API.
▸How-to 
LM Studio Scientist
LM Studio ScientistNeed to query de‑identified patient notes on your laptop
Ethics-compliant analysis of identifiable data is possible on a standard laptop, even before IRB-approved anonymisation is complete.
▸How-to 
Jan Scientist
Raw field observations in remote area with no internet
Research work continues productively in remote locations with no connectivity, and all raw observations stay on the device.
Want to search your PDFs locally and get cited answers
A grounded, citeable assistant over sensitive or licensed papers, with zero risk of the PDFs reaching a cloud provider or training set.
Need exact answers from your own papers
A private research assistant that searches your own literature instead of the whole internet.
Need to pull a sequence record on demand
A reusable bench assistant the whole group can query — exported as an API endpoint.
First‑pass literature review draft
A first-pass review draft assembled by agents collaborating, ready for you to verify and refine.
▸How-to Claude Cowork Scientist +1
Claude Cowork Scientist +1Need a quick, cited summary of recent papers on my topic
A structured, cited literature summary built from current sources — without leaving the task to copy-paste between tabs.
▸How-to Scientist +1
A number you trust before you let the extractor loose on 5,000 papers — and a list of exactly which fields it gets wrong.
▸How-to Qwen3.6 Scientist
Need a ranked, method‑focused paper list from dozens of abstracts
A ranked, structured shortlist of papers produced overnight on a laptop, with no per-token cost and nothing leaving the machine.
▸How-to 
Gemini Pro Scientist
Gemini Pro ScientistNeed a side‑by‑side methods and effect‑size comparison from many papers
A cross-paper comparison table with figure-level citations, built in one pass instead of paper-by-paper.
▸How-to gpt-oss-120b Scientist +1
Can't move regulated data offsite but need analysis
High-quality, multi-step analysis on regulated data, kept entirely on-premise at ~31 tokens/sec.
▸How-to Phi-4-mini Finance +2
Redact sensitive profit‑and‑loss data on my laptop
The sensitive numbers never leave the laptop, while the heavy reasoning still uses the best cloud model — a privacy/quality split.
▸How-to Claude Opus Finance
Claude Opus FinanceNeed clear month‑end variance explanation for the board
A board-ready narrative with the careful, traceable reasoning that high-stakes financial writing needs.
▸How-to DeepSeek V4 Finance +1
Label 50 000 transactions accurately
Every transaction consistently categorised at frontier quality, for a fraction of the cost of a flagship API.
▸How-to GPT-5 Founder
Pull sign‑ups from a CSV, dedupe them and receive a daily email summary
A working internal utility shipped in an afternoon, with the model handling the multi-step plan-and-implement loop.
▸How-to gpt-oss-20b Founder +1
Need a private, offline drafting partner for sensitive strategy
A genuinely useful assistant for sensitive early-stage work, at zero cost and full privacy.
▸How-to Llama 4 Operations
Cross-document answers without building a full retrieval system first — the long context does the heavy lifting.
▸How-to Grok Sales
Need a current news hook for your sales call
A timely, specific opener based on this-week news, not last-year facts.
▸How-to Gemma 4 Creator +1
Need on‑brand captions and alt‑text for a photo batch without uploading files
On-brand captions and accessible alt-text for a whole shoot, generated privately at no cost.
▸How-to GLM Founder +1
Need cheap multi‑file refactoring for a feature
Frontier-grade coding help on the team’s real repo without a frontier-sized bill or vendor lock-in.
▸How-to MiniMax Founder +1
Want a coding assistant that never leaves your network
A private, commercially-licensed coding agent on owned hardware — no per-token bill, no code leaving the building.
OnyxWant to know what we already have on a topic?
A single place to ask "what do we already know about X?" and get an answer grounded in your own papers, protocols and notes.
▸How-to 
Cerebras Founder +1
Cerebras Founder +1Need a full document without breaking it up
Long single-shot outputs land almost as fast as short ones, so you stop breaking big requests into smaller chunks just to avoid staring at a slow stream.
▸How-to 
Groq Creator +1
Need fast draft options for a brainstorm
Picking from options feels like brainstorming live, not submitting a job and waiting.
▸How-to 
OpenRouter Scientist +1
OpenRouter Scientist +1Need cheap labels for a whole backlog
A whole backlog gets a first-pass label for a fraction of the price of a frontier model, with the option to escalate only the hard cases.
▸How-to Everyone
Need to know what a task is doing in real time
Use Lerty to display live progress like "researching" or "outlining"
!Tip Everyone
Dual B60 Beats B70 on Medium 27B 4-bit Quantized Models — 28.3 t/s vs 24 t/s
When running a medium-size 27B model quantized to 4-bit, two B60 cards deliver higher throughput than a single B70
!Tip Everyone
Large 30B MoE Integer Models — B70 slightly faster than two B60s
For large 30B MoE integer models, the single B70 card achieves 45 t/s while two B60s are marginally slower
!Tip Everyone
Power Savings with Dual-GPU Cards — 129 W vs 134 W for two B60s
A dual-GPU card consumes less power than two separate B60 cards under identical workloads
!Tip Everyone
High VRAM Density with Dual-GPU Cards — 192 GB at a fraction of Nvidia cost
Stacking four dual-GPU cards yields 192 GB VRAM, far cheaper than comparable Nvidia setups
!Tip Everyone
Choosing Configurations — B70 for simplicity, dual-GPU or two B60s for budget and density
Select a single B70 when you need ease of use; opt for dual-GPU or two B60s to maximize VRAM density on a budget
▸How-to Everyone
Using Llama.cpp with the Arc GPU cuts prompt-generation time in half, raising token throughput from ~1,000 to ~2,200 t/s
▸How-to Everyone
The on-die AI accelerator draws only ~17 W yet lags behind the Arc GPU in both prompt and token stages
▸How-to Everyone
Upgrading the interconnect from 2.5 GbE to 20 Gbps Thunderbolt does not improve token-generation throughput, confirming that network speed is not the bottleneck
▸How-to Everyone
An agent reads agents.md to learn commands, conventions, and PR title formats for a project
▸How-to Everyone
Want one place to control all wiki, index, tool and API key links
A top-level CloudMD file can route all wikis, indexes, tools and API keys from one place
▸How-to Everyone
Stale indexes and mis‑routed files piling up
Running the audit skill weekly surfaces stale indexes, mis-routed files and bloat before they cause errors