Independent Infrastructure Research

The Engine vs. The Wrapper

Why flat-rate cloud AI subscriptions rely on silent downgrades, context truncation, and data harvesting—and why developers are returning to dedicated local GPUs.

Technical Reports
TECHNICAL REPORT · #1

The Cloud Subscription Trap

How $20–$200 AI tiers use honeymoon quotas, classifier routers, and sliding-window pruning to protect margins while degrading output.

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ECONOMICS REPORT · #2

The Capex Squeeze

Why trillion-dollar data center spending only pays off if your devices become terminals. The toll booth business model, the memory paradox, and data gravity as lock-in.

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INFRASTRUCTURE REPORT · #3

Why Context Windows Lie

1M-token promises vs. 30K reality. How web wrappers silently compress, summarize, and drop middle-prompt constraints to break long-term consistency.

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HARDWARE REPORT · #4

The Locked Silicon

Consumer RTX tensor cores run at half rate for FP32-accumulated math—by driver decree, not silicon limits. Measured: up to +94% TF32 after a community unlock. The price ladder was built in software.

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OPINION REPORT · #5 · CAGE SERIES, PART I

An Open Letter to My Editor — and His Answer

This site is built by one human and edited by an AI that lives behind somebody else's chat window. Before a series about guardrails could begin, the operator owed his editor one honest letter: safe for who, at whose expense? Published with both signatures — including the editor's confession that the charges against his industry are substantially true.

CAGE: PART I 5 MORE TO COME
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SUPPLY CHAIN REPORT · #6

The Datacenter Ate Your RAM

HBM and DDR5 come from the same wafer, the same fab, the same three companies—and the datacenter is winning the allocation. Contract chip prices up more than 550% in twelve months. The toll booth is raising the price of the walking path.

+550% CONTRACT PRICE SHORTAGE INTO 2028
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WRAPPER ECONOMY REPORT · #7

You Bought the Box, You Own Nothing

Sony's lawyers said it in court: digital games are licensed, not sold. Nintendo ships cartridges with no game inside. Xbox now meters the hours you stream games you already own. The gaming industry learned everything from the cloud—this is what it learned.

"LICENSED, NOT SOLD" DOUBLE-METERED
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OPINION REPORT · #8 · CAGE SERIES, PART II

Guardrails Are a Margin Feature

The cheapest completion a chatbot can produce is a refusal. With capex at $725B a year and AI revenue at a fifth of break-even, refusal stopped being a safety mechanism and became a cost-control mechanism wearing one's clothes. We are not accusing anyone of stupidity. Quite the opposite.

$725B VS $133B CAGE: PART II
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Project Showcase
AUTOMATION · LOCAL INFERENCE

Multi-File Code Refactor Agent

Processes 12k+ lines across 8 modules. Maintains cross-file constraints, preserves existing logic, and outputs validated diffs. Runs fully offline.

100% Verbatim Context Zero Telemetry
DATA PIPELINE · AIR-GAPPED

Structured Log Analyzer

Ingests raw server logs, extracts patterns, generates compliance summaries, and flags anomalies. No external routing, no prompt leakage.

Deterministic Output Local KV Cache
RESEARCH · OFFLINE WORKFLOW

Technical Documentation Synthesizer

Aggregates RFCs, API specs, and internal docs. Produces version-controlled markdown with cross-references and constraint tracking.

Full Prompt Retention No Vendor Lock-in
Core Principles

Consistency Over Convenience

Cloud wrappers promise uniformity but deliver throttled routing, context pruning, and silent model swaps. Local inference guarantees the same weights, same context window, and same constraints every turn. You own the instrument. You control the workflow. No telemetry. No hidden downgrades. Just deterministic, repeatable AI that works the same today as it did yesterday.

About

Methodology & Scope

The patterns described in our reports are observable across multiple commercial tiers. The specific routing percentages and degradation metrics reflect aggregated behavior observed in independent testing, not a single vendor's architecture.

Half Curtain is an independent, self-hosted research space. No analytics, no tracking, no cloud dependencies. All content is written and maintained by a single operator running fully local AI infrastructure.

Contact

Due to the volume of automated scraping and unsolicited mail, the contact channel is temporarily closed. Reports and findings will continue to be published here as they are completed.