BilgideHam.ai
Early prototype • Claude Sonnet 5.5 when an API key is set • one kinematics unit today

BilgideHam AI Akıllı Öğrenme ve Bilgi Sentez Platformu Adaptive Socratic Intelligence Engine

BilgideHam AI is an early prototype. It is meant to ask a guiding question instead of handing over the answer. The live path calls Claude Sonnet 5.5 with one kinematics unit. Multi-chapter textbooks and classroom seats are not in this build.

Read the example
example walkthrough • not a live API session
1,000,000
Tokens Context Window (Claude Sonnet 5.5)
Up to 90%
Cache Read Token Cost Discount (Anthropic API)
Socratic
Prompt asks for a question. The model can still answer.
Privacy-First
ZDR is optional and not active by default

Core Cognitive Architecture

Structured Pedagogical Reasoning Beyond Simple Chatbots

Curriculum Prompt Caching

The prototype sends one kinematics unit to Claude Sonnet 5.5 and marks that block for ephemeral prompt caching. The model can accept up to 1,000,000 tokens. This repository does not yet load multi-chapter textbooks.

Socratic Misconception Diagnosis

The prompt asks Sonnet 5.5 to name the gap and reply with a question. Whether a given reply does that depends on the model. The page example is not one of those replies.

Pedagogical Guardrails

The tutor prompt tells the model to ask a question instead of solving the problem. That is an instruction to the model, not a guarantee that it never answers directly.

★ Core Engine Specification

Why Anthropic Claude Sonnet 5.5 Powers Our Core Engine

The prototype calls claude-haiku-5-5 to classify a question, then claude-sonnet-5-5 with a kinematics rubric and tool schemas. Both calls happen only when an API key is set. Without a key, the command line prints a fixed sample and says so.

</> Structured Socratic Tool-Use

When the API is called, Claude Sonnet 5.5 can return a tool call that names a misconception and a guiding question. The prototype keeps that event in the running process only. There is no saved student profile.

⚡ Curriculum Prompt Caching

A repeated prefix can be read from Anthropic's ephemeral prompt cache. Anthropic's price sheet lists cache reads below normal input tokens, up to about 90% less on a cache read. That discount applies only after a real cached call, not to this example panel.

bilgideham/core/socratic_orchestrator.py Anthropic Python SDK v0.48+ (Async Pipeline)
from anthropic import AsyncAnthropic
# Async client leveraging ephemeral prompt caching for curriculum memory
client = AsyncAnthropic()
 
# Sample kinematics unit + the student's attempt. Runs only with an API key.
response = await client.messages.create(
model="claude-sonnet-5-5",
max_tokens=4096,
system=[{
"type": "text",
"text": curriculum_rubric_corpus,
"cache_control": {"type": "ephemeral"} # Set on the sample unit. Token length was not measured.
}],
tools=SOCRATIC_DIAGNOSTIC_TOOLS,
messages=[{"role": "user", "content": student_solution_attempt}]
)

AI Safety & Ethics

Responsible AI for Educational Progress

Privacy-First Architecture

Zero Data Retention is an optional Anthropic commercial setting. It is not on by default, and this prototype does not claim that a ZDR agreement is already active.

Responsible AI Guardrails

Leveraging Anthropic's safety boundaries and constitutional principles to maintain focused, appropriate educational interactions.

Socratic Feedback Protocol

The prompt asks for a guiding question. That request does not stop the model from writing the answer anyway.

Contact

Ask about the prototype

Kinematics sample
What exists / today

The build you can inspect now: one kinematics unit, two model calls, and a process-local log.

  • • Claude Sonnet 5.5 when an API key is set
  • • Claude Haiku 5.5 triage on the same path
  • • Questions to info@bilgideham.com
Not shipped
Next curriculum work
Interest / not available yet

Write if you want to follow multi-chapter ingestion. That loader is not in this repository.

  • • More than the current kinematics unit
  • • No classroom seats in this build
  • • No saved learner profile yet
Schools
Not in / this build

A conversation about a future school trial. There is no multi-seat deployment running.

  • • No campus rollout in this build
  • • No dedicated support seat
  • • Email info@bilgideham.com

Leadership & Engineering

Dedicated to AI-Driven Cognitive Mastery

YS
Yusuf Sirin
Founder & AI Architect • BilgideHam AI

Building the kinematics prototype on Claude Sonnet 5.5. The public sample is one unit, not a classroom product.

LinkedIn Profile info@bilgideham.com