@Anirudh31415926535, would love your review of this PR with V2

@jasonozuzu-cohere, are you happy with the changes made?

Codecov Report

Attention: Patch coverage is 9.83607% with 110 lines in your changes missing coverage. Please review.

❗ There is a different number of reports uploaded between BASE (1792140) and HEAD (63bea7e). Click for more details.

HEAD has 1286 uploads less than BASE

Flag	BASE (1792140)	HEAD (63bea7e)
3.10	99	0
ubuntu-latest	145	1
falkordb	2	0
3.11	66	1
3.13	88	0
lmm	4	0
teachable	4	0
core-llm	4	0
3.9	80	0
gemini	15	0
anthropic	16	0
core-without-llm	14	1
autobuild	1	0
macos-latest	108	0
integration	11	0
browser-use	6	0
3.12	39	0
neo4j	2	0
windows-latest	119	0
crawl4ai	13	0
deepseek	1	0
interop	13	0
agent-eval	1	0
retrievechat	15	0
retrievechat-qdrant	14	0
gpt-assistant-agent	3	0
openai	1	0
cerebras	14	0
optional-deps	141	0
retrievechat-couchbase	3	0
retrievechat-mongodb	10	0
retrievechat-pgvector	10	0
commsagent-discord	9	0
llama-index-agent	3	0
commsagent-slack	9	0
commsagent-telegram	9	0
long-context	3	0
jupyter-executor	9	0
websurfer	15	0
cohere	15	0
graph-rag-falkor-db	6	0
twilio	9	0
groq	14	0
mistral	14	0
ollama	14	0
together	14	0
bedrock	14	0
swarm	14	0
reasoning	14	0
docs	6	0
interop-langchain	9	0
interop-crewai	9	0
interop-pydantic-ai	9	0
websockets	9	0

... and 62 files with indirect coverage changes