haze

Making common sense open source

[haze @pratik_csv]

legit linkdin banger

[Suraj Sharma @suraj_sharma14]

If I had 6 months to become an Agentic AI Engineer.

I'd do this.

Stage 1: Python + Async Foundations
asyncio, FastAPI, event-driven architecture, error handling, API integration patterns.

Stage 2: LLM Fundamentals for Agents
Context management, model routing, token economics, latency tradeoffs, failure modes.

Stage 3: Tool Calling + Structured Outputs
Pydantic validation, function calling schemas, error recovery, dynamic tool discovery.

Stage 4: Memory + State Management
Short-term buffers, long-term vector recall, context compression, cross-session sync.

Stage 5: Single Agent Workflows
ReAct loops, plan-and-execute, self-reflection, iteration limits, graceful degradation.

Stage 6: Multi-Agent Orchestration
LangGraph/CrewAI, supervisor patterns, message passing, conflict resolution, handoffs.

Stage 7: Human-in-the-Loop Systems
Uncertainty detection, approval gates, audit trails, resume logic, intervention points.

Stage 8: Evaluation + Quality Assurance
Automated eval harnesses, LLM-as-a-judge, regression testing, hallucination metrics.

Stage 9: Observability + Tracing
Distributed tracing (LangSmith/Arize), cost dashboards, latency monitoring, alerting.

Stage 10: Security + Guardrails
Prompt injection defense, output filtering, PII redaction, sandboxed execution, compliance.

Stage 11: Production Deployment
vLLM/SGLang, Kubernetes scaling, CI/CD for agents, canary releases, rollback strategies.

Stage 12: Open Source + Portfolio
Ship autonomous agents publicly, write architecture docs, record demos, contribute to libs.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[haze @pratik_csv]

@suraj_sharma14 Haven't seen something so stupid in a while

[Matt Harrison @__mharrison__]

@AnthropicAI Cool, can you pay me the $60k you owe me for using my books for training?

[haze @pratik_csv]

@OfficialLoganK @GoogleAIStudio I wonder how many of them are actually useful and are driving real users

[Amogh Mishra @MishraAmogh]

@eliebakouch totally unrelated and might be too late to ask but what are you using to create such awesome reports?

[Deedy @deedydas]

@cbseindia29 @EduMinOfIndia @dpradhanbjp @sanjayjavin @airnewsalerts @AkashvaniAIR @DDNewslive @PIB_India @PTI_News @PIB_Edu This is painfully embarrassing.

You just asked ChatGPT to “generate an image to show we’re secure?” Do you think everyone is stupid?

[haze @pratik_csv]

@SarthiB7 I tried it as well with kimi k2.6 the only downside I feel is not seeing the diff in generated code I prefer the diff in the files not in terminal

[haze @pratik_csv]

@SarthiB7 @Zai_org Heard it was slow
Is it?

[haze @pratik_csv]

@AtharvaIngle7 happens every time when there's a new model launch

[haze @pratik_csv]

@333maheshwariii The website is not working

[haze @pratik_csv]

@OfficialLoganK anitigravity needs a feature to rename chats

[haze @pratik_csv]

@rasmalai Rust

[haze @pratik_csv]

@taker_of_whizz Nightmare for @sama

[haze @pratik_csv]

@code Copilot is crap

[haze @pratik_csv]

There is no AI model that is good enough for practical coding.

I have gone through so many vibecoded codebases and can guarantee that these "next word predictors" can only predict "the next word"

[Deedy @deedydas]

A few software engineers at some of the best tech cos told me this week "My entire job these days is prompting Cursor or Claude Code with Opus 4.5 to do what I need and sanity checking it."

We've crossed some intangible threshold of AI generalizing to "most" software.

[haze @pratik_csv]

@Swiggy I have received a wrong order

Veg instead of non veg and your support executive are just not replying

[haze @pratik_csv]

@Meta you guys have accidentally banned my friends facebook id

Although he was not very active on Facebook still he has lost his data as some of his game were using FB for auth

Please help

@facebook
@finkd

Please share this we really need your help

@support

[haze @pratik_csv]

@flyingbeast320 Buddhi se bada bicep hone ka parinam

[haze @pratik_csv]

head down and grind

[Logan Kilpatrick @OfficialLoganK]

. @NanoBanana make me a cool banana themed billboard that says "hello world"