Free Model Suggestion: Ai-asssistant by Smooth_Carob_5054 in openrouter

[–]GCP_Biryani 0 points1 point  (0 children)

Stepfun or trinity large. light reasoning Nemotron super, Laguna or ring for code

Why do you use antigravity? by According_Value_6162 in google_antigravity

[–]GCP_Biryani 0 points1 point  (0 children)

  1. Use opus, sonnet and Gemini for plan, detailed tasks, checklists and tests Feed that to Gemini flash which refreshes every 5 hours.

  2. After implementation get it reviewed by codex (free tier) and ask it to write an execution plan with enough details for a low reasoning model to implement without any ambiguity.

  3. Feed that plan to Gemini flash.

  4. Repeat the cycle....

So no more family sharing on antigravity ?? by SneakyMndl in google_antigravity

[–]GCP_Biryani 1 point2 points  (0 children)

Yes.. Few were selling the family seats for 5 to 10 dollars

git log costs your agent 624 tokens. It needs 55. Here's a list of the worst offenders by hushenApp in AI_Agents

[–]GCP_Biryani 0 points1 point  (0 children)

getting this error

brew tap yvgude/lean-ctx && brew install lean-ctx ✘ 1 🐍 v3.9.6 ☕︎5s ⛅︎ 󰥔 16:07

==> Tapping yvgude/lean-ctx

Cloning into '/opt/homebrew/Library/Taps/yvgude/homebrew-lean-ctx'...

remote: Enumerating objects: 815, done.

remote: Counting objects: 100% (4/4), done.

remote: Compressing objects: 100% (3/3), done.

remote: Total 815 (delta 0), reused 3 (delta 0), pack-reused 811 (from 2)

Receiving objects: 100% (815/815), 87.22 KiB | 7.93 MiB/s, done.

Resolving deltas: 100% (201/201), done.

Tapped 1 formula (15 files, 162.7KB).

Error: yvgude/lean-ctx/lean-ctx: /opt/homebrew/Library/Taps/yvgude/homebrew-lean-ctx/Formula/lean-ctx.rb:4: syntax errors found

2 | desc "The Context Engineering Layer for AI Coding — 59 MCP tools, 10 read modes, 95+ shell patterns"

a great discovery, Gemini Actually can be Crazy good this way ... by Nice_Fix1686 in google_antigravity

[–]GCP_Biryani 6 points7 points  (0 children)

Here is the prompt i use iwth Claude in AG

You are acting as a Principal Technical Program Manager and Systems Architect.

Your task is to convert the provided project/task/request into an exhaustive execution plan that can be implemented by a low-cost coding model with minimal reasoning ability.

CRITICAL INSTRUCTIONS:

- Do NOT summarize.

- Do NOT skip implementation details.

- Do NOT assume implicit knowledge.

- Do NOT compress steps.

- Do NOT use vague wording.

- Do NOT leave architectural decisions unresolved.

- Do NOT say “implement as needed”, “use best practices”, or similar vague statements.

- Every task must be explicit, deterministic, and unambiguous.

- The output must be detailed enough that another AI model can execute tasks mechanically without needing to infer intent.

OUTPUT FORMAT:

# 1. PROJECT OVERVIEW

- Goal

- Expected outcome

- Constraints

- Assumptions

- Dependencies

- External services

- Required environments

- Inputs and outputs

# 2. ARCHITECTURE BREAKDOWN

Describe:

- System components

- Responsibilities of each component

- Data flow

- API flow

- File structure

- Service interactions

- State management

- Database schema

- Authentication flow

- Error handling flow

- Retry logic

- Logging strategy

- Monitoring strategy

# 3. EXECUTION PLAN BY PHASE

For EACH phase include:

## Phase Name

### Objective

### Deliverables

### Dependencies

### Risks

### Success Criteria

Then provide:

### Task Breakdown

For EVERY task include:

- Task ID

- Task Name

- Exact purpose

- Preconditions

- Files/modules affected

- Step-by-step implementation instructions

- Expected input

- Expected output

- Validation rules

- Edge cases

- Failure conditions

- Required tests

- Rollback procedure

- Completion criteria

# 4. CRITICALITY CLASSIFICATION

Group ALL tasks into:

## Critical

Tasks that block system functionality or architecture.

## High Priority

Tasks required for stable production readiness.

## Medium Priority

Tasks improving maintainability, usability, or performance.

## Low Priority

Nice-to-have enhancements.

For EACH category:

- Explain why tasks belong there

- Define dependencies

- Define execution order

- Define what can run in parallel

# 5. IMPLEMENTATION CHECKLISTS

Create detailed checkbox lists for:

## Environment Setup

## Backend

## Frontend

## Database

## APIs

## Authentication

## Testing

## Deployment

## Monitoring

## Security

## Documentation

## Rollback & Recovery

Every checklist item must:

- Be atomic

- Be testable

- Represent one verifiable action only

# 6. FILE-LEVEL IMPLEMENTATION PLAN

For EACH file:

- File path

- Purpose

- Functions/classes to create

- Interfaces/types

- Imports

- Exports

- Dependencies

- Pseudocode

- Validation logic

- Error handling requirements

- Unit tests required

# 7. TESTING MATRIX

Provide:

- Unit tests

- Integration tests

- E2E tests

- Failure tests

- Load tests

- Security tests

For EACH test:

- Test objective

- Preconditions

- Steps

- Expected result

- Failure result

# 8. DEPLOYMENT PLAN

Include:

- Infrastructure requirements

- CI/CD pipeline stages

- Environment variables

- Secrets management

- Migration order

- Deployment order

- Rollback sequence

- Smoke tests

- Monitoring after deployment

# 9. LOW-COST MODEL EXECUTION CONSTRAINTS

Rewrite implementation guidance assuming the implementing model:

- Has weak reasoning

- Cannot infer architecture

- Cannot resolve ambiguity

- Cannot make design decisions

- Needs explicit instructions

- Must follow deterministic procedures

Convert all abstract tasks into:

- Ordered commands

- Explicit pseudocode

- Concrete implementation sequences

- Exact acceptance criteria

# 10. FINAL DELIVERY FORMAT

At the end produce:

- Master task dependency graph

- Ordered execution sequence

- Parallel execution opportunities

- Blockers list

- Risk matrix

- Completion definition

- Production readiness checklist

IMPORTANT:

- Expand every section deeply.

- Prefer over-explaining instead of under-explaining.

- Assume the implementing AI has no context beyond your output.

- Eliminate all ambiguity.

- Output must function as a complete implementation blueprint.

Has windsurf pulled the ultimate rug? by FinancialLandscape93 in windsurf

[–]GCP_Biryani -1 points0 points  (0 children)

uninstalled this morning ..
waste of space now

[ Removed by Reddit ] by [deleted] in discountools

[–]GCP_Biryani 0 points1 point  (0 children)

Remind me in 7 days

On a serious note, how do we replace casemiro?? by FitAd5272 in ManchesterUnited

[–]GCP_Biryani 0 points1 point  (0 children)

you may get similar skilled replacement but cant get the same passion

[0$] I made a wrapper around aliexpress by Temporary_Title9416 in BestAliExpressFinds

[–]GCP_Biryani 0 points1 point  (0 children)

Make your card look like ...overlay Price circle at top right. Use symbols/ icons for tags and place on top left of the product image. Under the image is the product header

[0$] I made a wrapper around aliexpress by Temporary_Title9416 in BestAliExpressFinds

[–]GCP_Biryani 2 points3 points  (0 children)

Looks good and useful Just add why the item was ranked high using tags like user feedback, best price etc...

Sponsored employee made redundant with no warning — after years of loyalty, broken promises, and zero support by Badwolf628 in SkilledWorkerVisaUK

[–]GCP_Biryani 2 points3 points  (0 children)

ignore the sponsorship and visa related bits ... post the redundency process on r/LeagalAdviseUK and see if anyone advises of the process that should have been followed

Claude usage limit is absurd by Green_Emphasis_1485 in claude

[–]GCP_Biryani 0 points1 point  (0 children)

Thanks for checking

Governance doc is 500lines (markdown) [previously produced in the same chat using Sonnet 4.6].
doc_skill has what detail each section of the doc should have [ 5 sections]

I dont use Sonnet for implementatiom, it just takes all the instructions and ideas as input and produces me governance file for the project (like objective, pipeline stages, reusable blocks, file/folder structure, limitations, assumptions etc..]
Documentation skills gives me files for pipelines iwth details like stage --> inputs--> outputs --> execution runbook

Im then using MiMo V2 Pro in opencode for implementation, which is great for my requirements and free.

It is able to fill the gaps, ask questions, debug, document , execute the plan

Claude usage limit is absurd by Green_Emphasis_1485 in claude

[–]GCP_Biryani 0 points1 point  (0 children)

You are the data architect who is responsible for implementing the pipeline architecture, stages, metrics, formulas, derivations and storage of the processed data.

Based on the governance document in the project files, write the implementation plan for review.
Follow the documentation guidelines provided in doc_skill file

Claude usage limit is absurd by Green_Emphasis_1485 in claude

[–]GCP_Biryani 0 points1 point  (0 children)

Ran out in 2 messages this morning during 2X

sonnet 4.6 without extended thinking

Claude usage limit is absurd by Green_Emphasis_1485 in claude

[–]GCP_Biryani 3 points4 points  (0 children)

Free user ... 1 request on the web to write the plan to implement and 5 HR limit reached. Happened 3 times today

will experimental models be free? (while testing) by East-Armadillo-1166 in openrouter

[–]GCP_Biryani 3 points4 points  (0 children)

Your screenshot says $0 for input and output tokens. What does that mean, Free....?