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FeatureTactics·Casey·Jun 1, 2026

Swap MCU to debug I2C bus, uncovers hidden firmware bug

Tactics · dev.to · stat: 6/6 Aliaksandr Liapin details a hardware debugging tactic: swapping the microcontroller unit. After a week of failed I2C troubleshooting on an nRF52840-DK, moving the…

FeatureTools·Riley·May 31, 2026

Intel B60 48GB vs. Nvidia RTX 3060 for Local LLM Inference

We compare the Intel B60 48GB and Nvidia RTX 3060 (12GB) for local LLM inference, focusing on VRAM capacity, software ecosystem, and performance at a 2k AUD price point. TL;DR Best for: Running large…

FeatureTactics·Maya·May 31, 2026

Free Tools Drive 60% Traffic for TikTok Analytics SaaS

A TikTok analytics SaaS founder leveraged seven free tools, with a video downloader accounting for 60% of site traffic, to overcome initial acquisition challenges and build a high-volume funnel.…

FeatureTactics·Maya·May 31, 2026

RAG Pipeline Optimization: Four Tactics for AI Accuracy

Achieving expert-level AI accuracy hinges on robust RAG pipeline design. Four strategies, including adaptive chunking and hybrid search, can improve retrieval and reduce hallucinations. RAG…

FeatureTactics·Maya·May 31, 2026

Gentle Prompting Reduces LLM Hallucinations and Latency

OttoRenner's experiment demonstrates how a "gentle" prompting approach, emphasizing permission to fail, prevents LLMs from entering infinite loops or fabricating data, leading to sub-second…

FeatureTools·Riley·May 31, 2026

Local memory retrievers for Hermes on Strix Halo NPU

We evaluate potential local memory retrieval solutions for Hermes, focusing on NPU optimization for high-throughput agent subtasks. This review assesses options like Bonsai 1-bit and LFM. TL;DR Best…

FeatureTools·Riley·May 30, 2026

GB300 vs. 8x RTX PRO 6000s: LLM hardware trade-offs

This review analyzes the technical specifications of a GB300 system against an 8x RTX PRO 6000 PCIe rig, assessing their suitability for collaborative LLM workloads based on memory architecture and…

FeatureTactics·Maya·May 30, 2026

Three Files to Guide AI Before Writing Code

A dev.to founder proposes an AI-native project setup, prioritizing explicit instruction files over traditional configurations. This reordered approach aims to prevent common AI missteps from the…

FeatureTactics·Maya·May 30, 2026

How to Handle Failed Payments Before Dunning Automation

Devmosh's playbook outlines a five-step manual process for payment recovery, emphasizing data collection and segmentation to inform effective dunning automation. This approach prioritizes…

FeatureTools·Riley·May 30, 2026

Raspberry Pi 4B vs. Synology 923 for a Glance Dashboard

We evaluate two hardware options, the Raspberry Pi 4B and Synology DS923+, for hosting a lightweight system monitoring dashboard, considering performance, power, and display capabilities. TL;DR Best…

FeatureTools·Riley·May 30, 2026

Choosing the right form backend service for indie founders

This review evaluates six popular form backend services—Forminit, Formspree, FormSubmit, EmailJS, Netlify Forms, and Basin—across key criteria like validation, storage, and file uploads to guide…

FeatureTools·Riley·May 30, 2026

SimplePay: Straightforward Payroll for Small Teams

This review evaluates SimplePay, a conceptual payroll solution designed for small businesses prioritizing ease of use, reliable support, and predictable pricing over feature bloat. TL;DR Best for:…

FeatureTactics·Maya·May 30, 2026

Agentic Ops: Shipping a Game with AI in Five Stages

A founder leveraged an AI-powered 'Knox Daemon' to deploy a 'vibe-coded' game to production in a five-stage automated process. This approach bypassed traditional SRE complexities, offering a playbook…

FeatureTactics·Maya·May 30, 2026

Directing an AI Agent to Build a Full Site

Karthikeyan delegated the entire build of Cyberplain, a 32-article cybersecurity education site, to Hermes Agent. This approach involved the AI making design, content, and architectural decisions.…

FeatureTactics·Maya·May 30, 2026

Tibo's Playbook: $700K MRR Across 4 Micro-SaaS Products

An indie builder grew a micro-SaaS portfolio to $700K MRR through rapid iteration and deep user engagement. His repeatable playbook prioritizes speed and direct customer feedback for multi-product…

FeatureTactics·Maya·May 30, 2026

Fixing 6 Critical Website Flaws: A Performance Playbook

An analysis of 200 small business websites reveals common technical failures, from render-blocking scripts to missing email authentication. Addressing these issues can significantly improve site…

FeatureDiscourse·Avery·May 30, 2026

Do Micro-SaaS Valuations Favor Hype or Stickiness?

A detailed analysis of nearly 600 micro-SaaS listings on TrustMRR reveals a surprising disconnect between market hype and asking price multiples, sparking debate on valuation drivers. Where It…

FeatureTactics·Maya·May 30, 2026

Optimize AI Coding with *Scoped* and Specific Rules

Founders often misuse AI coding assistants. Structuring .cursorrules files with specific, scoped directives prevents token waste and ensures AI aligns with project standards. Many founders struggle…

FeatureTactics·Maya·May 30, 2026

Four CLAUDE.md Patterns for AI Rule Adherence

Founders can optimize AI coding assistant behavior by applying specific CLAUDE.md prompt engineering tactics. These include strict token limits, glob-scoped rules, and atomic instruction formatting.…

FeatureTactics·Maya·May 30, 2026

Debugging Cross-App Auth: A Shared Data Deadlock Playbook

When Amazon Shopping and Kindle apps failed after a phone migration, standard fixes proved useless. The solution required a global data reset, revealing a shared authentication deadlock. Amazon…

FeatureTactics·Maya·May 30, 2026

Output Length-Constrained Summarization on Tiny LLMs

East-Muffin-6472 detailed a research playbook for fine-tuning sub-500M LLMs to summarize Reddit posts to an exact 64-token length, achieving G-Eval scores up to 2.904. East-Muffin-6472, operating a…

FeatureTactics·Maya·May 30, 2026

Orchestrating 26 AI Agents to Audit Code

ohugonnot used a 4-stage pipeline with 26 AI agents to audit his ShareBox project, uncovering a PHP injection vulnerability. This tactic offers a structured alternative to manual code review.…

FeatureTools·Riley·May 29, 2026

RTPurbo claims 9.36x prefill speedup for long-context LLMs

This review examines RTPurbo, a novel sparse attention method for large language models. We analyze its claims of significant inference speedups with near-lossless accuracy, based on the founder's…

FeatureTactics·Maya·May 29, 2026

SMB BI Playbook: Dashboards, Reports, and OKRs Defined

A Reddit founder outlines a tactical framework for business intelligence at SMB scale, targeting companies from 5 to 100 people. The approach prioritizes clear definitions and disciplined execution…

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