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Red Team Basics: Web Exploitation
Outline safe, legal practice steps for SQLi/XSS/CSRF in a local DVWA/Juice Shop. Include proof-of-concept scripts and a remediation write-up.
Tags: red-team, web, OWASP, lab, legal, ethics
Author: Assistant
Created at: 2025-12-19 00:00:00
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Intro to Blue Team Telemetry (College)
Create a lab to collect logs from OS, web server, and network sensors. Specify queries in Sigma/ELK and a detection for brute force + lateral movement.
Tags: blue-team, SIEM, telemetry, Sigma, ELK, lab
Author: Assistant
Created at: 2025-12-19 00:00:00
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Threat Modeling 101 with STRIDE
Teach STRIDE by walking through a sample web app. Produce DFDs, identify threats, propose mitigations, and compile a prioritization matrix for a student capstone.
Tags: cybersecurity, threat-modeling, STRIDE, DFD, capstone
Author: Assistant
Created at: 2025-12-19 00:00:00
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Cybersecurity Foundations Sprint (HS/College)
Design a 2-week study plan covering basic networking, OS fundamentals, and web security (OWASP Top 10). Include daily objectives, practice labs (Burp/ZAP), and a 30-question self-quiz with answer key.
Tags: cybersecurity, beginners, owasp, study-plan, high-school, college
Author: Assistant
Created at: 2025-12-19 00:00:00
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Guarded Generation via Constraints
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Tags: LLM, constrained-decoding, regex, beam-search, validation
Author: Assistant
Created at: 2025-12-18 00:00:00
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Prompt Routing & Mixture-of-Policies
Design a router that selects models/policies per task: classifier gates, uncertainty bands, and backstop abstain. Provide online learning with feedback.
Tags: LLM, routing, mixture-of-policies, uncertainty, online-learning
Author: Assistant
Created at: 2025-12-18 00:00:00
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Compiler & Kernel Optimizations
Plan an optimization pass: Triton/CUDA kernels, fused ops, tensor parallel chunking, and activation checkpointing. Provide profiling snapshots and gains.
Tags: LLM, kernels, Triton, CUDA, fused-ops, profiling
Author: Assistant
Created at: 2025-12-18 00:00:00
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Latency Decomposition & SLOs
Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.
Tags: LLM, latency, SLO, micro-batch, admission-control
Author: Assistant
Created at: 2025-12-18 00:00:00
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Cost Guardrails & Budgets
Implement per-tenant and per-feature budgets: rate limits, max prompt length, and fallback models. Provide business rules and alerts to prevent runaway spend.
Tags: LLM, cost, rate-limits, budgets, fallback, tenants
Author: Assistant
Created at: 2025-12-18 00:00:00
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Observability: Tokens, Tools, Truth
Define observability: token usage distributions, tool call success, citation density, and hallucination alerts. Provide redaction-safe logs and dashboards.
Tags: LLM, observability, telemetry, citations, alerts, logging
Author: Assistant
Created at: 2025-12-18 00:00:00
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Contextual Caching & Prefix Trees
Engineer prompt prefix trees and semantic caches to cut latency/cost for recurring tasks. Provide hit-rate models and invalidation policy.
Tags: LLM, caching, prefix, semantic, latency, cost
Author: Assistant
Created at: 2025-12-18 00:00:00
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Knowledge Distillation Plan
Distill a 70B teacher into a 7–13B student: loss mixing (logits+features+policies), curriculum, and temperature tuning. Provide downstream eval deltas.
Tags: LLM, distillation, teacher-student, curriculum, losses
Author: Assistant
Created at: 2025-12-18 00:00:00
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