NPCoding Cossack

learning

[NPCoding Cossack @CodingCossack]

APIs, networking & integrations prompts

01 Network waterfalls

Trace important user journeys end to end. Identify avoidable serial network dependencies, repeated internal HTTP hops and work unnecessarily placed on the critical path. Distinguish genuine dependencies from accidental sequencing.

[NPCoding Cossack @CodingCossack]

Async orchestration

Find independent backend work executed unnecessarily in sequence, dependent work started before prerequisites finish, unbounded parallel fan out and detached tasks whose failures or lifetime are unmanaged.

[NPCoding Cossack @CodingCossack]

Backend Execution & Resources Prompts

01 Resource lifetimes

Audit server side resource lifetimes for memory leaks, unbounded retained objects, orphaned timers or listeners, and unreleased streams, sockets, files or workers. Check repeated operations and long running processes, not only a single successful request.

[NPCoding Cossack @CodingCossack]

@RichardBurgon I’m looking to hire a clown for a birthday party. How much do you charge?

[NPCoding Cossack @CodingCossack]

Backend Execution & Resources Prompts

01 Resource lifetimes

Audit server side resource lifetimes for memory leaks, unbounded retained objects, orphaned timers or listeners, and unreleased streams, sockets, files or workers. Check repeated operations and long running processes, not only a single successful request.

[NPCoding Cossack @CodingCossack]

02 Indexes and query plans

Audit important queries against their actual filters, joins, ordering and data distribution. Use execution plans where safely available to identify costly scans, sorts and unsuitable indexes. Account for write and storage costs before recommending more indexes.

[NPCoding Cossack @CodingCossack]

Database & Data Architecture Prompts

01 Query amplification

Audit database access for N+1 queries, redundant reads, over fetching and avoidable round trips. Identify which real operations multiply database work and how that multiplication changes with usage.

[NPCoding Cossack @CodingCossack]

Database & Data Architecture Prompts

01 Query amplification

Audit database access for N+1 queries, redundant reads, over fetching and avoidable round trips. Identify which real operations multiply database work and how that multiplication changes with usage.

[NPCoding Cossack @CodingCossack]

@Charles_SEO Legend. Congrats. Thanks for all the learningz

[NPCoding Cossack @CodingCossack]

@Suethehumanrace @SIGKITTEN @trq212 @odazai_ Opus 5.5 medium

Prompt at a higher abstraction layer

Just tell it what you want

Prompting is so much much simpler that it used to be

Try adding “exercise abstract thinking” to your prompt

[NPCoding Cossack @CodingCossack]

@Eliopyr Which is capable enough for 90% of tasks

I wouldn’t bother going above medium for the remaining 10%

[NPCoding Cossack @CodingCossack]

GPT-6.1 Terra low browser/computer use 🤌

[OpenAI Developers @OpenAIDevs]

GPT-6.1 Terra is also coming to the API and Codex.

Use Terra to build apps and agents that interpret images, navigate software, and take action. You get fast computer use at a lower cost, ideal for high-volume workflows.

[NPCoding Cossack @CodingCossack]

@clrjoannawright >we managed to block affordable groceries
>we’re Waitrose shoppers
>horrahhhh

[NPCoding Cossack @CodingCossack]

@amorriscode Thank you Sir 🫡 🤝

[NPCoding Cossack @CodingCossack]

@theo Ultra code Astra audits

[(((Tendar))) @Tendar]

Ukrainians were literally one of the few countries trying to help the USA in the Middle East when Trump launched his totally botched operation in Iran, despite being short on ammunition and in the middle of existential war for their own survival. The repost illustrates that, vividly.

Trump not only never showed gratitude for this, but also denigrated them, claiming they weren’t required and even verbally rebuffed their help.

The Arab states didn’t agree and welcomed their Ukrainian friends, who tried to protect oil and gas facilities across the Middle East from Iranian Shahed, which were augmented by Russian technology and experience in the Ukraine war.

Russians have all reasons for having high energy prices. It literally fuels their war machine and gives them more breathing space, which they use not only to murder toddlers in strollers, but also US servicemen in the Middle East, through their Iranian allies.

Those are the facts.

[NPCoding Cossack @CodingCossack]

🫡🤝 @rustlang

[NPCoding Cossack @CodingCossack]

@Asmongold @DavidOndrej1 @JDVance Public executions you say?

[NPCoding Cossack @CodingCossack]

@PositivFuturist Option 3:

Shoot their brain out

[NPCoding Cossack @CodingCossack]

@Maks_NAFO_FELLA *cultural enrichment

[NPCoding Cossack @CodingCossack]

@matvl77 @soft_fox_lad Most do though

avif with jpg fallback and job done

[NPCoding Cossack @CodingCossack]

@antonosika Don’t cave.

Save the tokens of time