Multi-agent systems (MAS) often achieve higher reasoning accuracy than single models, but their reliance on repeated debates across agents makes them computationally expensive. We introduce SMAGDi, a distillation framework that transfers the debate dynamics of a five-agent Llama-based MAS into a compact Socratic decomposer-solver student. SMAGDi represents debate traces as directed interaction graphs, where nodes encode intermediate reasoning steps with correctness labels and edges capture continuity and cross-agent influence. The student is trained with a composite objective combining language modeling, graph-based supervision, contrastive reasoning, and embedding alignment to preserve both fluency and structured reasoning. On StrategyQA and MMLU, SMAGDi compresses a 40B multi-agent system into a 6B student while retaining 88% of its accuracy, substantially outperforming prior distillation methods such as MAGDi, standard KD, and fine-tuned baselines. These results highlight that explicitly modeling interaction graphs and Socratic decomposition enable small models to inherit the accuracy benefits of multi-agent debate while remaining efficient enough for real-world deployment.

The project's ultimate goal is to meet the country's need for improved telecommunications. On the second day of the mammoth event at the Expo Centre in Karachi, attendees of the International Defence Exhibition and Seminar 2022 (IDEAS-22) showed great enthusiasm for the'One Network' initiative of the Frontier Works Organization (FWO). In a cutting-edge communication initiative called "One Network," workers in Pakistan's highway tunnels are laying 3,000 kilometers of fiber optic cable underneath. Once the project is finished, it will fulfill all of Pakistan's communication needs. The COO of One Network claims that 2,000 kilometers of fiber optic cable have been deployed under the communication backbone of major highways.

Augmented Intelligence (AI) is the combination of Artificial Intelligence and Human Intuition. The evolved version of AI is effectively used to increase the data literacy of the stakeholders at an organization. The combination of AI & Human intuition creates a one of a kind relationship in which the technology finds and highlights the insights for users to explore. Subsequently the human beings are being left with the final decision of accepting, modifying or completely discarding the insights generated by the system. The best thing is that the Augmented Intelligence focuses on the notion that Cognitive Technology has been introduced to enhance Human Intelligence rather than replace it.

Workshops such as Natural Language processing along with Data Scrapping & Machine Learning to name a few. Along with awesome national speakers from around Pakistan, this year's pyconPK proud to have an international speaker Van Lindberg, Director Python Software Foundation. Furthermore, You can check full list of agenda on pyconPK official website. If you still haven't booked your tickets for pyconPK 2019, do it while you can at happening.pk Core objective of PyCon is to pass on technical skills and knowledge to enable non-Python developers and industry outsiders to explore the language. You can follow their Facebook Page and Facebook event for daily updates. See ya at the conference fellas.