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Research

Technical deep dives, reproducible tests, and tool evaluations.

Articles: 177
Topics: 20
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Illustration of a freelancer weighing $20, $100 and $200 monthly AI subscription tiers rising like steps.

The $200 Question: Are Premium AI Plans Actually Worth It for Freelancers?

Are $100–$200/mo AI plans from OpenAI, Anthropic and Google worth it for freelancers? Break-even math, workflows that pay off, and a clear decision checklist.

Jul 16 · 7 min

A developer's desk lit by a monitor running a terminal AI coding assistant next to a desktop PC with a glowing GPU, illustrating AI models running locally and offline.

stableResearch Ollama Setup

The $0 AI Coding Stack: How Ollama and Open Models Became a Real ChatGPT Alternative in 2026

Local models matured enough in 2026 that a free stack handles real work, with nothing logged, no context lost between sessions and no vendor owning your code.

Jul 16 · 7 min

Data graphic: Xiaomi MiMo Token Plan tiers cost $6, $16, $50 and $100 a month for 4.1B, 11B, 38B and 82B credits, and the headline figure is a 3x burn gap between mimo-v2.6-pro and mimo-v2.6-flash 600 vs 200 credits per output token, 300 vs 100 per cache-miss input token . Off-peak use in Beijing burns 0.8x, annual prepay gives 12x credits for about 12% off, and mimo-v2.5 goes offline on 21 Oct 2026.

elevatedResearch Xiaomi Mimo

Xiaomi MiMo Token Plan Pricing: 2026 Tier Guide for Coding Agents

MiMo-V2.6 lands on the same four credit tiers at unchanged prices and burn ratios, while mimo-v2.5 goes offline on 21 October 2026 — and a per-seat Team Edition now exists.

Jul 16 · 12 min

Data graphic: OpenCode Go costs a flat $10 a month, and each model has its own monthly dollar cap: $60, $30 or $15, which gives $12, $6 or $3 per rolling 5 hours and $30, $15 or $7.50 per week. OpenCode's official estimates run from about 150,400 requests a month on MiMo-V2.6-Flash a $60-cap model down to 490 on Kimi K3 a $15-cap model , a 307x spread. Claude is not included in Go.

stableResearch Opencode Go

OpenCode Go $10 Plan Review: Is the Budget Multi-Model Coding Sub Worth It?

Honest OpenCode Go $10 plan review: flat $10/mo, per-model $15/$30/$60 caps, 27 models. See real throughput, who should buy, and when to upgrade to Zen.

Jul 16 · 13 min

Illustration contrasting free unlimited local Ollama on a laptop with optional paid cloud GPU capacity tiers Pro and Max

watchResearch Ollama Cloud

Ollama Pro vs Max Pricing: Local Free Forever, Cloud Capacity That Scales

Local and cloud Ollama share a CLI and an API but not a cost model. Knowing where that boundary sits decides whether you ever need to pay anything at all.

Jul 16 · 9 min

Developer workstation showing IDE and terminal agents as parts of a 2026 AI coding stack

stableResearch AI Coding Tools

Best AI Coding Stack 2026: Jobs, Tools, and Three Budget Builds That Actually Work

Entry plans still cluster near $20 a month while daily agent use climbs to $60-$200 or more. The winning move is composition by job, not collecting brands.

Jul 16 · 6 min

Data graphic: GLM Coding Plan pricing. Max gets 14x Lite's weekly credits 140,000 vs 10,000 for 9.3x the price $168 vs $18 , and Pro gets 60,000 for $80. Bars show the most GLM-5.3 API value each tier can deliver per month at the standard rate if the weekly cap is fully used: about $1,111 for Max, $476 for Pro and $79 for Lite. The poster also shows the credit multipliers, that off-peak usage costs 50% of the standard rate, and that the plan stops hard when the quota hits zero.

stableResearch Glm Coding Plan

GLM Coding Plan Pricing 2026: Z.ai Lite vs Pro vs Max Explained

Conflating the subscription with the metered API produces Insufficient Balance errors, surprise charges, or a hard stop with no fallback mid-task.

Jul 16 · 12 min

Briefing poster comparing MiniMax Token Plan Plus $20, Max $50, and Ultra $120 with agent concurrency bands, rolling windows, Credits overflow, and Hailuo kept separate

stableResearch Minimax Subscription

MiniMax Token Plan Plus vs Max vs Ultra: Which Subscription Fits Your Agents?

The useful comparison is not how many billions of tokens, but which key, which rolling window and which overflow path match your agents' real concurrency.

Jul 16 · 7 min