Sweeya

CS @ Georgia State | AI research
building @auvamodel

[Sweeya @sweeyya]

Graph vs Loop Engineering

[Sweeya @sweeyya]

what’s the smallest project where a graph beat a loop for you?

everything I’ve seen either needed one agent or needed twenty.

[diva @divaagurlxw]

As an AI Engineer. Please learn

>Harness engineering, not just prompt engineering

>Context engineering, not just long prompts

>Prompt caching vs. semantic caching tradeoffs

>KV cache management, eviction, reuse, and memory pressure at scale

>Prefill vs. decode latency and why they optimize differently

>Continuous batching, paged attention, and throughput optimization

>Speculative decoding vs. quantization vs. distillation tradeoffs

>INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality

>Structured output failures, schema validation, repair loops, and fallback chains

>Function calling reliability, tool contracts, argument validation, and idempotency

>Agent guardrails, loop budgets, tool budgets, and termination conditions

>Model routing, graceful fallback logic, and degraded-mode UX

>RAG architecture: chunking, embeddings, hybrid search, reranking, and freshness

>Retrieval evals: recall, precision, grounding, attribution, and citation quality

>Evals: golden sets, regression tests, adversarial tests, LLM-as-judge, and human evals

>LLM observability as a first-class discipline: traces, spans, tokens, latency, errors, and drift

>Cost attribution per feature, workflow, tenant, and user journey not just per model

>Safety engineering: prompt injection defense, data leakage prevention, and permission boundaries

>Multi-tenant isolation, cache safety, and cross-user context contamination prevention

>Fine-tuning vs. in-context learning vs. RAG vs. distillation and when each is the wrong tool

>Latency, quality, cost, and reliability tradeoffs across the full inference stack

>Production failure modes: hallucinated tool calls, malformed JSON, stale retrieval, runaway agents, and silent eval regressions

[Sweeya @sweeyya]

if you’re building a startup for artists, you’re trying to solve a problem that doesn’t already exist

[Sweeya @sweeyya]

ai art startups are disconnected from why people make art. they think the struggle is the flaw. it was always the point.

a flower blooms for its own joy (from dorian gray). that’s why art doesn’t need a purpose.

ai doesn’t create from joy. it creates because it was told to.

[Sweeya @sweeyya]

@seekig_ I LOVEE YOUUU <33